{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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x8QjDhg0D4qdeox5//HHuvfdea/G4AxH9vkS/T7H29L276KKLME2Tp556iqeffppwOMzFF18cd8ze6l27di333nsv8+bNO+B6u6O9fS0++eQT7r33XpYsWdLVZYmIiEiKUdNWREREOl10Wu3OO++ksrLS2v+nP/2JyspKzj333HanM+2yefNmgLjL7gOBANdddx3btm076POOHz+e3r17M2/ePBYvXmztX7FihZWBerC+973vYRgGf/3rX+MapA8//DBVVVVxx1522WUA3HDDDTQ3N1v7//Wvf7FkyRImTpx4wNEIAGeccQYAf/3rX2lsbLT2/+Y3v2nT6OxuDMPgwgsvxO/3c+ONNxIOh637Hn/8cfx+f1wO87e//W0g8jMf2+j/4osvuPjii7n77rvjJl3316WXXorD4eDXv/513CX6n3/+OX//+9/Jysri61//etxjJk2axNChQ3n88cf53//+x8CBA9tMjI8ZM4ZRo0Yxd+7cNnm7t912G9dee60VG5DsTjnlFHr37s0TTzzBF198Ye0PhUJcc801XHvttezatcvGCkVERCQVKB5BREREOt3ZZ5/ND37wA/7yl78wevRozjvvPNatW8err75Kv379uPvuu+0uMU5JSQlut5vf/va3bN68GZfLxWuvvcbWrVvJyMjYYz7vvni9Xv74xz9yySWXUFJSwuzZs0lLS+Ppp58mMzNzj1O8++P444/npz/9KXfeeScTJkzgW9/6Fjt27OCZZ57BMAzrkm+A7373u8yZM4fnnnuO0aNHc8opp7Bu3Tpef/11CgoKDnpBtLPPPptTTjmFt956i3HjxnHSSSexdu1a3n77bXr06NGmedzd3Hnnnbz77rs8+OCDLFmyhClTprB+/Xpefvll8vPz+d3vfmcde/755/Otb32Lxx9/nJEjR3LaaacRCASsBb7uu+++uMXM9teRRx7JH//4R370ox8xevRoZs+ejd/v55lnniEYDPLEE0+0iceAyLTtz3/+cyDShN09XsEwDB5++GFmzJjBySefzFlnncWQIUNYvHgxCxcu5LjjjuM73/nOAdfbHWVkZPDvf/+b8847j/Hjx3POOefQv39/SktL+fTTT/na177WJr9aREREpKNp0lZERES6xJ///Gcee+wx+vfvz4MPPsgHH3zARRddxOLFiykqKrK7vDhjxozhpZdeYuzYsTz++OM88cQTjB49mvfee49JkyZRXV3dJoZgf1100UW89NJLjBo1iqeffpoXXniBCy+8kDvvvPOQ6/7lL3/Jo48+SlFREQ899BCLFy/mF7/4RZtmm8Ph4Omnn+Yvf/kLbrebBx98kI8//pjLLruMpUuXcsQRRxzU8zscDl588UV+8pOf0NDQwIMPPsimTZusr193l52dzbvvvstPf/pTqqurue+++/jwww+56KKL2v26PfbYY9x///3k5eXxn//8h5deeokpU6awaNEizjnnnIOu44c//CGvv/46Rx55JE888QQvvPAC06ZN49133+W8885r9zEXXXSR1ajdPRohavz48SxZsoRvfetbfPjhh/z973+nsrKS3/zmN5SWlu5XBEiyOOuss3j//fc57bTTeOutt3jggQdwOBw88MADPPnkk3aXJyIiIinAMGPHLkRERERERERERETEVpq0FREREREREREREUkgatqKiIiIiIiIiIiIJBA1bUVEREREREREREQSiJq2IiIiIiIiIiIiIglETVsRERERERERERGRBKKmrYiIiIiIiIiIiEgCcdldQFcIBoN88sknFBQU4HCoTy0iIiIiIiIiItLdhMNhtm3bxrhx43C5krutmdyfXYtPPvmECRMm2F2GiIiIiIiIiIiIHKLFixdz7LHH2l1Gp0qJpm1BQQEQ+Yb269fP5mpERERERERERETkQG3ZsoUJEyZYvb5klhJN22gkQr9+/SgqKrK5GhERERERERERETlYqRB/mvyfoYiIiIiIiIiIiEg3oqatiIiIiIiIiIiISAJR01ZEREREREREREQkgahpKyIiIiIiIiIiIpJA1LQVERERERERERERSSBq2oqIiIiIiIiIiIgkEDVtRURERERERERERBKImrYiIiIiIiIiIiIiCURNWxEREREREREREZEEoqatiIiIiIiIiIiISAJR01ZEREREREREREQkgahpKyIiIiIiIiIiIpJA1LQVERERERERERERSSBq2oqIiIiIiIiIiIgkEDVtRURERERERERERBKImrYiIiIiIiIiIiIiCURNWxEREREREREREZEEoqatiIiIiIiIiIiISAJR01ZEREREREREREQkgahpKyIiIiIiIiIiIpJA1LQVERERERERERERSSBq2oqIiIiIiIiIiIgkEDVtRURERERERERERBKImrYiIiIiItKu4M6d1Lz4IsGqKrtLERERkT0wTZPrn1rG/xZtZHttk93lSAdx2V2AiIiIiIgkpvLvX0Pjp5+SOXkyAx560O5yREREpB3LN9fy3McVPPdxBW98sZVHL5tod0nSATRpKyIiIiIibYT9fho/+wyA+oULCe7YYXNFIiIi0p63V2yztk8ZWWBjJdKR1LQVEREREZE2AhUVYJqRG6ZJ3bx59hYkIiIi7Ypt2p6kpm3SUNNWRERERETaCJSXx932zS21qRIRERHZk7LKBlZsqQVgdFEu/XLTba5IOoqatiIiIiIi0oa/rCzudv0HHxCur7epGhEREWnPnJWtU7Ynj9CUbTJR01ZERERERNoIlMVP2pp+P7733rOpGhEREWlPbDTCyaPUtE0matqKiIiIiEgbgfKyNvt8c+faUImIiIi0p7rBz6L1lQAM6JnBsIJsmyuSjqSmrYiIiIiItOGPTtq6XDgyMwHwvTMfMxi0sSoRERGJmrd6O6FwZNHQk0cWYBiGzRVJR1LTVkRERERE4pimaS1E5u7fn8zJkwEI1dTQsPRjO0sTERGRFnHRCCMVjZBs1LQVEREREZE4oepqwj4fAJ6iIrJnzLDu85UqIkFERMRuTYEQ81fvACAvw834gT1srkg6mpq2IiIiIiISJzplC+AuLiZr6hRwuQCom1uKaZp2lSYiIiLAB+t2Ue8PATBjeAEup1p8yUbfURERERERiRMoa12EzFNchDMnh4xjx0fuKy+nec2XdpUmIiIiwFuKRkh6atqKiIiIiEgcaxEywF1UDEB2SWtEQt3cOV1ek4iIiESEwyZzVkaatl6XgylH9LK5IukMatqKiIiIiEicQHnrpK27qAiA7JLp1j7f3NIur0lEREQilpVXs6OuGYDJQ3uR4XHZXJF0BjVtRUREREQkjj8m09ZTHGnaugsL8Y4cAUDT8uUEtm61pTYREZFU97aiEVKCmrYiIiIiIhIn0BKP4MjJwZmba+2Pi0go1bStiIiIHaJNW8OAkuFq2iYrNW1FRERERMRiBgIEtmwBwNMSjRCVPaPE2lZEgoiISNf7aoePtdt9ABwzoAe9s702VySdRU1bERERERGxBLZuhVAIAHdxcdx93uHDcffvD0D94sWE6uq6vD4REZFUpmiE1KGmrYiIiIiIWAJlrYuQRfNsowzDIKukZdo2EMC3YEFXliYiIpLy1LRNHWraioiIiIiIxV/WugiZe7d4BFBEgoiIiF121DWzdFMVAEP6ZHFY7yybK5LOpKatiIiIiIhYAuWxTdviNvdnjB+PIycHAN+CBZh+f5fVJiIikspKV23DNCPbmrJNfmraioiIiIiIxV++53gEAMPtJmvqVADCPh/1H33UZbWJiIikMkUjpBY1bUVERERExBKIxiM4HLj79Wv3GEUkiIiIdK0Gf5B3v9wJQO9sL2OL8uwtSDqdmrYiIiIiImKJLkTm7tsXw+Np95jMEydjuN0A1JWWYkav1RQREZFOsWDNTpqDYQBOGlGAw2HYXJF0NjVtRUREREQEgFBtLaGaGgDcxW3zbKOcWZlkTJoEQHDrVpqWr+iS+kRERFJVbDTCKYpGSAlq2oqIiIiICLD7ImSFez02e8YMa9tXOrfTahIREUl1wVCY0lWRpm2mx8lxh+fbXJF0BTVtRUREREQEAH9M09azl0lbgKzp063tOuXaioiIdJolG6uoaggAMHVYb9LcTpsrkq6gpq2IiIiIiAAxi5AB7qK9N23dBX1IGz0agObVq+MaviIiItJxYqMRTlY0QspQ01ZERERERADwl5dZ257ion0en11SYm37SjVtKyIi0tFM07Satk6HwfRhfWyuSLqKmrYiIiIiIgLsNmm7j3gEgOwZrU3bujnKtRUREeloq7fVsamyAYCJg3uSl+GxuSLpKmraioiIiIgIAIGyyKStkZGBs0ePfR7vGTIE94ABADQsXUqourozyxMREUk5by9XNEKqUtNWREREREQwQyH8mzcD4CkqwjCMfT7GMAyyZ8yI3AiF8M2f35klioiIpJy3V6ppm6rUtBUREREREYLbt0MgsjL1/kQjRMVFJMxVrq2IiEhH2VLTyGflNQCM7JdDUY8MmyuSrqSmrYiIiIiI4C+LWYSsaN+LkEWljxtnRSn4Fi4k3Nzc4bWJiIikojkrNGWbytS0FRERERGRA16ELMpwOsmaNg0As6GB+g8+6OjSREREUtJbatqmNDVtRUREREQEf3nMpG3x/k/aQnxEgk8RCSIiIoestinAh1/tAqAwL51R/XNsrki6mpq2IiIiIiISP2l7APEIAJknnICRlgZA3TvzMMPhDq1NREQk1byzegeBkAlEpmz3Z4FQSS5q2oqIiIiICIGYTFt3YeEBPdaRnk7m8ccDENqxk6bPPuvQ2kRERFLN24pG6FB3v76Syx7+yLq9emsds+5dyOg73uTXr63ENE3rvg+/2sWMP77DuF++xT/f/cqOcgE1bUVEREREBPBXVADg6tMHR8vU7IGIjUioU0SCiIjIQfMHw7yzajsAOWkuJgzuaXNF3dvKLbU89sFGbp85CoDmYIjLHvmIIwtzefnaE/lyWx1PL41ccbTL18wVjyxh1phCnvveCbywrIL31+20pW41bUVEREREUly4oYHQzsgLkgNZhCxW1rRp0HLpZl2pmrYiIiIH68OvdlHXHASgZHgf3E617w5WOGxy63Ofc9mJgxmQnwFEoifqmoL87MyRDMzP5KZTh/PUR5Erjl5Ytpk+OV6umzGEwb0yua5kqHVfV9N3XUREREQkxfnLW/NsPQeYZxvlys8nfdy4yPnWraN5/foOqU1ERCTVxEcj9LWxksRVV1dHbW2t9dHc3Nzucf9btJHVW+so6pHB2yu24Q+GWbmllnED8kj3OAEY0S+bL7f7gMhU7nGH51sZwmOL8/i8oqZrPqndqGkrIiIiIpLiAjFN24OdtAXInjHD2vZp2lZEROSAmaZpNW09TgdTh/W2uaLENHLkSHJzc62Pu+++u80x9c1B7pnzJQN6ZlBe3ci/Fn7F+f94H19TkOIeGdZxhmHgdBjUNATa3JeV5mJ7bfsN4c6mpq2IiIiISIqLW4Ss6MAWIYulXFsREZFD83lFDVtrmwA4fkg+WV6XzRUlphUrVlBTU2N93HrrrW2OeeOLrTT4gzxx5SSuP/kIHrtsIr7mIE8tKcPjim+Jel0OGgMhnE4j7j6vy0ljINTpn0971LQVEREREUlx/rKYeIRDmLT1DBqE5/DDAWj85BOCu3Ydcm0iIiKpJD4aocDGShJbdnY2OTk51ofX621zzNbaJsYV96BnpgcAl9PB8H451DYFqaz3xx3raw7idhrkpbvj7ovst6d9qqatiIiIiEiKi4tHKDr4pi1AdknLtK1p4nvnnUM6l4iISKqJbdqeNEJN20PRNyeNpmD8lGxFVSM/P2skH2+qsvaVVTbgD4bJy/Awpigv7r7lm2vom5vWZTXHUtNWRERERCTF+csj8QiG14urd69DOldcRMKcuYd0LhERkVSyaVcDq7bWAZEFsApy7GkWJouS4X1Yu83HYx9uZEtNI/95bz0rt9Ry2pF98TVFYhIA7pu3lhOH9MLpMDhpZAFLNlSx8MudBEJhHpj/FVOGHtrfRgdLwRgiIiIiIinMNE0CLfEI7qIiDMehzXWkjR6Ns3cvQjt2Uv/++4QbGnBkZOz7gSIiIinurRVbrW1FIxy6Hpke/vOdY/nVayu569UV9MlO475vHU3/vHR+c95ornviE+5+bSUOw+DJKycB0DPTw8/OGsl3Hl5MhsdFTrqLP5w/xpb61bQVEREREUlhwR07MJsjqyJ7iooO+XyGw0H29BKqn3oKs7mZ+vffJ/ukkw75vCIiIskuNhrhFDVtO8T4QT15/nsntNl/8sgC5t88jS8qahhX3IMeLbm3ABdOGsjUI3qzdoePCYN6kmnTYnCKRxARERERSWHxebaH3rSF3SIS5pZ2yDlFRESSWVW9n482VAIwuFcmQ/pk2VxR8uuTnUbJ8IK4hm1Ucc8Mpg/rY1vDFtS0FRERERFJaYGyMmvbXdwxTduMSZMwWiIRfO+8gxkK7eMRIiIiqW3uqu2Ezcj2ySMLMAzD3oLEdmraioiIiIikMH/MpK2nuLhDzunwesk68UQAQlVVNH7ySYecV0REJFm9rTxb2Y2atiIiIiIiKSy6CBmAu6hjmrawW0TCnLkddl4REZFk0xQIsWDNTgDyMz0cPaCHzRVJIrCtaRusqmLtjJPwl1dY+5rWrGH9185n9YSJbPvd7zFNs83jzECAr2bOon7R4q4sV0REREQkKfnLW+MRPEWFHXberKlTwekEoK60tN2/7UVERAQWfrmTxkAkSmjGiD44HYpGEJuatsGqKsquuopARWvDNuz3U37190gbNYrBzzxN87q11Dz3fJvH7vrXv2j+8suuLFdEREREJGlFJ22dPXviyMzssPM68/LIGD8+8hybNuFfu7bDzi0iIpJM3l6xzdo+eWRfGyuRRGJL07bi+uvJPfOsuH31CxYQ8vko+PEteAYMoM+PfkT1s8/GHePfsIFd//4P7sKOmwAQEREREUlV4eZmgtsiLxQ7ahGyWHERCXNLO/z8IiIi3V0obDJ3VeT/4nS3k8lDe9lckSQKW5q2/e68k54XXxS3r2nVatLHjMaRng6Ad9gwmtetiztmy+13kH/F5bj799/r+Zubm6mtrbU+6urqOvYTEBERERFJArFXvnk6MM82KqtkhrVdV6qmrYiIyO4+2VTFTp8fgMlDe5HmdtpckSQKW5q2nqK27+KHfb64/YZhYDgchGpqAKh+9jnCdXXk/7//t8/z33333eTm5lofI0eO7LjiRURERESSRKA8ZhGyTpi09RQV4h02DICmzz4jsG17hz+HiIhIdxYfjVBgYyWSaGxbiGx3hsuJ4fbE7/N6CTc1EaysZPs999Dv17/CcO77HYdbb72Vmpoa62PFihWdVbaIiIiISLflL4tZhKy44ydtIT4iwTdP07YiIiKxok1bhwEzRqhpK60SpmnryM0lWFUZty9cX4/hdrPt13eTd955pA0fvl/n8nq95OTkWB/Z2dmdUbKIiIiISLcWXYQMwN0J8QgAWTNiIhKUaysiImJZu93HVzvrARg/qCc9Mz37eISkkoRp2qYfdRSNyz61bvvLyzH9fpy5udS+8gpVjz3G6mMnsPrYCTR8/DFlV1/NzgcfsrFiEREREZHuzV8eM2lb1DmL/aaNHImrXz8AGj78kJCvvlOeR0REpLt5a8VWa/sURSPIblx2FxCVMX48YZ+P6mefI++8c9n1wANkHncchtPJ4XPmxB1bccP19Lz4YrImT7apWhERERGR7s+atHW5cPXt2ynPYRgG2dOnU/X445iBAPUL3yXntNM65blERES6E+XZyt4kzKSt4XLR76472XrXXayZdBx1c0vpc+MNQORd/9gPh8eLq1dvnDk5NlctIiIiItI9maZJoCXT1l3Yf7/WjjhYWTG5topIEBERge21TSwrqwZgWEE2A/Mz7S1IEo6tk7YjVq2Mu51dUsKQt96kcfly0seMwdWjR7uPG/jof7uiPBERERGRpBWqribc0ACAp5PybKMyjz0WR1YWYZ8P3/z5mIEAhtvdqc8pIiKSyOas3I5pRrY1ZSvtSZhJ2yhX795kT5u2x4atiIiIiIgcuuiULYC7uKhTn8vweMiaOhWAcG0tDUuWdOrziYiIJLq3Y/Js1bSV9iRc01ZERERERDqfP6Zp6ynu3ElbgGxFJIiIiADgaw7y3rpdAPTNSeOowlybK5JEpKatiIiIiEgKshYhA9yFnTtpC5A5ZQq0RCLUlc7FjF4TKiIikmIWrNmBPxgG4KSRfXA4DJsrkkSkpq2IiIiISAryl3ddPAKAMyuLzAkTAAhu3kLzqlWd/pwiIiKJ6O0V26ztk0f2tbESSWRq2oqIiIiIpKDYSduuiEcAyIqNSJgzt0ueU0REJJEEQmFKV20HINvr4rjD8m2uSBKVmrYiIiIiIikoUB5p2jpyc3Hm5HTJc2aXxDRtS5VrKyIiqeej9ZXUNAYAmDqsNx6XWnPSPv1kiIiIiIikGDMQILBlCwCeos6PRohy9+1L2pFHAtC8ciWBiooue24REZFE8FZcNEKBjZVIolPTVkREREQkxQS2bIFwZAEUdxdFI0Rlx0YklM7r0ucWERGxk2maVp6t22kwfXgfmyuSRKamrYiIiIhIivGXtS5C5ikq7NLnziqZYW3XlSrXVkREUsfKLXVUVDcCMOmwfHLS3DZXJIlMTVsRERERkRQTuwiZu6hrJ229RwzF3RLJ0PDREkI1NV36/CIiInZ5a8VWa1vRCLIvatqKiIiIiKSYQHnrpK27uOsybQEMw2iNSAgG8S1Y0KXPLyIiYpe3Y/JsTxqhpq3snZq2IiIiIiIpxl/eugCYp4szbQGyZsREJMwt7fLnFxER6WoV1Y0s31wLwFGFufTPS7e5Ikl0atqKiIiIiKSYQDTT1uHA3a9flz9/xtFH48zNBaB+wQLCfn+X1yAiItKV3l6uaAQ5MGraioiIiIikGH95JNPW3a8fhrvrF0ExXC6ypk0DINzQQMOiRV1eg4iISFd6e2VrNMIpo9S0lX1T01ZEREREJIWEamoItyz+FV0QzA5Z0VxboG7uXNvqEBER6Ww1DQEWfVUJQHHPdIYVZNtckXQHatqKiIiIiKSQ6JQtdP0iZLGyTjgBw+MBwDe3FDMctq0WERGRzjRv9XaCYROAk0f0xTAMmyuS7kBNWxERERGRFBIoa23aeoq6fhGyKEdmJpnHHw9AcMcOmr74wrZaREREOtPbK1qjEZRnK/tLTVsRERERkRQSqEiMSVvYPSKh1MZKREREOkdzMMQ7q7cDkJfh5thBPWyuSLoLNW1FRERERFKIv6zM2vYU2zdpC5A9fTq0XCLqK1WurYiIJJ/31+6i3h8CoGR4H1xOteJk/+gnRUREREQkhcTGI9i5EBmAq1cv0seMAaD5y7X4N22ytR4REZGO9taKrdb2qaP62liJdDdq2oqIiIiIpBB/eWTS1pGRgbOH/ZdoKiJBRESSVShsWnm2aW4HU4b2trki6U7UtBURERERSRFmKESgYjMA7uLihFi9OnvGDGu7bu4cGysRERHpWB9vqmKnzw/AlKG9Sfc4ba5IuhM1bUVEREREUkRw61YIBgH7FyGL8h52GJ7BgwFo/PgTglVVNlckIiLSMd5armgEOXhq2oqIiIiIpAh/eYW17SmydxGyWNnRiIRwGN+8d2ytRUREpCOYpsmbyyPRCE6HwYwRfWyuSLobNW1FRERERFJEoCXPFhJn0hYgqyQmIqF0ro2ViIiIdIxVW+vYVNkAwMTBPcnL8NhckXQ3atqKiIiIiKQIf1lr09ZTlDhN2/Qxo3Hm5wNQv/A9wo2NNlckIiJyaN5qmbIFRSPIwVHTVkREREQkRQTKyq1td3HixCMYTidZ06cBYDY1Uf/BB7bWIyIicqjejMmzPXlkgY2VSHelpq2IiIiISIrwx8YjFBbaWElb2TNiIhLmKiJBRES6r7LKBlZsqQVgdFEu/fPSba5IuiM1bUVEREREUkR00tZVUIDD67W5mniZxx2HkR55Ueub9w5mKGRzRSIiIgfnrRWKRpBDp6atiIiIiEgKCNfXE6qsBBJrEbIoR1oaWSeeAECospLGTz+1uSIREZGDExuNcOooRSPIwVHTVkREREQkBfjLK6xtT1Hi5NnGyipRRIKIiHRvu3zNLNkQeZP0sF6ZHN47y+aKpLtS01ZEREREJAUEYvNsixJv0hYga9pUcEReovjmzMU0TZsrEhEROTBzV24n3PLf1ymj+mIYhr0FSbelpq2IiIiISArwl7U2bT0JGI8A4OrRg4xjjgHAv3Ej/q++srkiERGRA6NoBOkoatqKiIiIiKSA6CJkAO7ixIxHAMiaUWJt180ttbESERGRA+NrDvLu2p0A9Mn2MqYoz96CpFtT01ZEREREJAX4u0E8AkD2jNZcW59ybUVEpBtZsGYH/mAYgFNGFeBwKBpBDp6atiIiIiIiKSDQshCZ4fXi6t3b5mr2zFNcjHfoUAAaP/uM4I4dNlckIiKyf+KjEfraWIkkAzVtRURERESSnBkOEyiPxCO4i4sSflEUKyLBNKmbN8/eYkRERPaDPximdNV2ALLTXEw6LN/miqS7U9NWRERERCTJBXfsxGxuBsBTmLjRCFGxEQl1ikgQEZFu4MOvdlHXFARgxvA+uJ1qucmh0U+QiIiIiEiSC8Tm2SbwImRRaaNG4SqIrLjd8MGHhOvrba5IRERk7xSNIB1NTVsRERERkSTnL2tt2nqKE3/S1nA4yCqZDoDp9+Nb+J7NFYmIiOxZOGzy9optAHhdDqYOS9zseOk+1LQVEREREUlygbJya7s7TNoCZJe0RiT4ShWRICIiiWtZeTXb6yIxRJOH9iLD47K5IkkGatqKiIiIiCS56CJkAO6ixJ+0BciYOAFHZiYAvnfmYwaDNlckIiLSvthohFMUjSAdRK1/EREREZEk549p2noKC22sZP85PB4yp0ym7vU3CNXU0LD0YzInTrC7LBERkTimafLW8kg0gsOAk0YU2FyRxLrjpeU8/P4G6/bA/Azm3zR9j/sBVm+t46ZnPmXDznq+MWEAt54+HMMwurhyNW1FRERERJJeoCXT1pmfb02vdgfZM06i7vU3AKibO0dNWxERSTgrt9SxfmdkwcxjB/WkZ6bH5ook1mfl1fzn0mM5emAPAJwOY6/7m4MhLnvkI6Yc0Zu/fXMcd7y0nKeXlvP18V0fL6V4BBERERGRJBZuaiK4fTsAnm4SjRCVNWUyuCJzJr65pZimaXNFIiIircoqG/juY0us26cqGiGhBENhvtzmY8LgnuSmu8lNd5Plde1xP8A7q3dQ1xTkZ2eOZGB+JjedOpynPirbxzN1Dk3aioiIiIgksUBFhbXdXRYhi3Lm5JA54Vjq3/+AQEUFzWvWkDZsmN1liYiI8NUOH9/+5yK21DQBMCg/g6+N715vjnZndXV11NbWWre9Xi9erzfumFVb6wibJmf89V221jQx8bB87j73KKrq/e3uL8xLZ+WWWsYNyCPd4wRgRL9svtzu69LPLUqTtiIiIiIiScxf1jod4i7ufi8ms0pmWNt1c+faWImIiEjEmm11XPDgh1bDdkifLJ767nHkpLltrix1jBw5ktzcXOvj7rvvbnPM2u0+DuudxZ++PpY3fjgFl8Pg1uc+3+N+AF9TkOIeGdY5DMPA6TCoaQh02ecWpUlbEREREZEkFihvnbT1FHWvSVuA7JLpbLvrLiASkdD7e9+zuSIREUllyzfXcNG/FlNZ7wdgRL8cHr1sAr2yvPt4pHSkFStWUBizuOruU7YA54wr5Jxxrcfcec6RTP5tKfd9a1y7++uaAjidBp7dZly9LgeNgRC5dG1TXpO2IiIiIiJJLBA7advNMm0B3P37kzZyJABNy5cT2LLF5opERCRVLSur5psPfmg1bMcU5fLEFRPVsLVBdnY2OTk51kd7Tdvd5Wd6CJuwva55j/vz0j3W9zfK1xzE7TQ6tP79oaatiIiIiEgS85eXW9uebhiPAJA1o8TaristtbESERFJVR9tqOTCfy6itikIwPiBPXj08onkZXhsrkz25NevreTFZa1XHH28qQqHAf/3UVm7+/vnpjOmKJePN1VZ95VVNuAPhm35PqtpKyIiIiKSxKxJW7cbV0GBvcUcpOwZrbm2vrlq2oqISNd6b+1OLv7XYnzNkYbtcYfl88j/m6AM2wQ3ol82f3hrNe+t3cmCNTv46fNfcO7RRXvcn+5xMmFwT3xNQZ5aEvn76b55azlxSC+cjq6ftFWmrYiIiIhIkjJN05q09fTvj+F02lzRwfEOG4a7f38CmzdT/9FHhOrqcGZn212WiIikgHmrtvPdx5biD4YBmHpEbx646BjS3N3z/9RUMntcEWu2+bjqsaU4HQbnjC3k5tOGkeFxtbsfwOV08JvzRnPdE59w92srcRgGT145yZb61bQVEREREUlSocpKzIYGANzF3W8RsijDMMiaMYOqRx+FQADfggXknnmm3WWJiEiSe+OLrVz7xMcEQiYAJ48s4N5vjcPrUsO2u7jltOHcctrw/d4Pke/z/Jun8UVFDeOKe9Aj054IDMUjiIiIiIgkqUBMnq27m+bZRmXH5NoqIkFERDrbi8sq+P7jrQ3bs0b34+/fPloN2xTRJzuNkuEFtjVsQU1bEREREZGk5S+LWYSsqHs3bTOOOQZHbi4AvgULMP3+fTxCRETk4Dy1pIwf/t8yQuFIw/a8o4v4yzfG4XaqjSZdRz9tIiIiIiJJKlBeZm27i7pvPAKA4XaTNXUKAGGfj/rFH9lckYiIJKNHP9zIzc98hhnp1/LtiQP4/ddG27IQlaQ2NW1FRERERJKUv6y1aevp5vEIANklM6xtX+lcGysREZFk9M93v+JnL3xh3f5/JwzmrnOOxKGGrdhATVsRERERkSQVKIvNtO3ek7YAmSeeiOF2A1BXOg8zOgYlIiJyiO4t/ZK7Xl1p3f7etMP52VkjMAw1bMUeatqKiIiIiCQpf0s8gjM3F2d2ts3VHDpnViYZx00CILh1K03LV9hckYiIdHemafKHN1fzh7fWWPtuOPkIbj5tuBq2Yis1bUVEREREkpDp9xPcug1IjinbqOwZJ1nbikgQEZFDYZomv3p1JffOW2vt+8kZw7l2xlAbqxKJUNNWRERERCQJBbZsgXAYAHdR98+zjcqaPs3arpujpq2IiByccNjk5y8u558L11v7fnn2KK6ccriNVYm0UtNWRERERCQJ+WPybJNhEbIod58+pI0ZDUDzmjX4y8v38QgREZF4obDJLc9+xqMfbgTAMOC35x3FxccNsrcwkRhq2oqIiIiIJKFAS54tgLsoeeIRALJLZljbvrmathURkf0XCIX50f8t4+mlkTf9nA6De74+lguOHWBzZSLx1LQVEREREUlC/rLWpm0yTdoCZM8osbbr5pbaWImIiHQn/mCYax7/mJc+3QyAy2Fw7zfHcc64QpsrE2lLTVsRERERkSQUiIlHSKaFyAA8hx+Oe2BkIqph6VKCVVU2VyQiIomuKRDiu48u4c3lkUU6PU4HD1x0DKcf1c/mykTap6atiIiIiEgSCkSzXp1O3H372ltMBzMMg+wZJ0VuhEL45s+3tyAREUloDf4glz3yEfNW7wAgze3gX5eOZ8aIApsrE9kzNW1FRERERJJQdIEud9++GG63zdV0vNiIBJ8iEkREZA/qmgJc+u+PeG/tLgAyPU4e/s4EJg/tbXNlInunpq2IiIiISJIJ1dQQrq0Fki8aISp97FicPXsC4HvvPcLNzTZXJCIiieimpz9j8YZKALLTXDx6+UQmHZZvc1Ui+6amrYiIiIhIkvHH5Nkm2yJkUYbTSda0aQCYDQ3Uf/CBvQWJiEjC8QfDvLliKwA5aS6euGISRw/oYXNVIvtHTVsRERERkSQTKC+ztt1FyTlpC4pIEBGRvdtS04hpRrYnD+3NkYW59hYkcgDUtBURERERSTL+stambbJO2gJkHn88htcLoElbERFpo6Kq0dou7JFuYyUiB05NWxERERGRJBMor7C23UXJ27R1pKeTNmIEAIHyckJ1dTZXJCIiiaS8urVpW6SmrXQzatqKiIiIiCSZQMykbbIuRBblHTHc2m5evdrGSkREJNHETdrmqWkr3YuatiIiIiIiScZfHlmIzJGZiTMvz95iOlnasNambdPKVTZWIiIiiaZc8QjSjalpKyIiIiKSRMxgkMDmzUBkytYwDJsr6lxpMZO2TavVtBURkVYV1Q3WtiZtpbtR01ZEREREJIkEtm6DYBBI7kXIorxDh0JLY7pZk7YiIhKjoiXTNjfdTXaa2+ZqRA6MmrYiIiIiIkkkUB6TZ1uU3Hm2AI6MDDyDBgHQ/OWXmC0NaxERSW2hsMmW6iZAU7bSPalpKyIiIiKSRAItebYA7qJCGyvpOtGIBNPvx79+vc3ViIhIIthW20QwbALKs5XuSU1bEREREZEk4i9rbdp6ipN/0hbAG7sY2SpFJIiISGs0AkCRmrbSDalpKyIiIiKSRAJlqRWPALstRqZcWxERASqqWpu2ikeQ7khN2yRR89JLrD31VNYcdzy1b75ldzm22f7HP7H+/K/TtGKF3aWIiIiI2MIfjUcwDNyF/e0tpot4h7c2bZs1aSsiIkB5VYO1rUlb6Y7UtE0Spt9PYOMmQlVVhKqr7S7HFs3r1rHroYdo+vxztt39G7vLEREREbFFdNLWVVCAw+u1uZqu4erdG2fPnkAkHsE0TZsrEhERu8XHI2TYWInIwVHTNkk4snOs7XBdrY2V2Kd+0SJru+Gjj/DHXBooIiIikgpCvnpCVVUAeIqKbK6m6xiGQVrLtG2ospLg9h02VyQiInYrVzyCdHNq2iYJZ062tR2qrbOxEvs0LP4o7nbN88/bVImIiIiIPQIVrYuQuVOoaQvgjcm1bV6tiAQRkVQXzbTN8DjJy3DbXI3IgVPTNknETtqGUnDS1jRNGj6Kb9pWv/ACZjhsU0UiIiIiXS9uEbLi1Grapg3XYmQiIhJhmqYVj1CYl45hGDZXJHLg1LRNErGTtuEUnLT1f/UVoV274vYFN2+hISYyQURERCTZ+ctaJ209xcU2VtL14pq2q1baWImIiNhtp89PczAyxKVFyKS7UtM2STiyY+IRfKnXtI2dsk0bM9rarn5OEQkiIiKSOuImbYtSq2nrGTwYw+MBoHnVapurERERO8UuQlaopq10U2raJglndmpP2jYsXmxtF9x0E87cXADq3nqLUF3qfT1EREQkNfnLW5u2nhSLRzBcLrxDhwLg37CBcEODzRWJiIhdyqta/w8ozMuwsRKRg6embZIwXC6MjMg/RKmWaWuaJvUtk7aOjAzSx44l56yzIvc1N1P72ut2liciIiLSZQIt8QhGWhrOXr1srqbrWYuRmSbNa9bYW4yIiNgmuggZKB5Bui81bZNIdNo21SZt/es3ENqxE4D08cdguFzknjvbur/muefsKk1ERESky5jhMIGKCgDcRYUpuehK2vAR1naTIhJERFKW4hEkGahpm0Sii5GlWhxAbJ5txrHHApA2ciTeYcMAaPz0U5rXrbOlNhEREZGuEtyxA9PvB8CTYnm2UWnDh1nbWoxMRCR1lcdO2uapaSvdk5q2ScSRnQOA2dho/cGeCmLzbDMnTADAMAzyYqdtn9eCZCIiIpLc4hYhK07Npm30TXuA5pWrbKxERETsFI1H8Dgd9Mry2lyNyMFR0zaJxC5GFvL5bKyk65imaTVtjYwM0kaOtO7LmTkTXC4Aql98ETMYtKVGERERka7gb8mzhdRbhCzKmZ1tNaybvvwSMxSyuSIREelqpmla8QiFPdJxOFIvLkiSg5q2ScSRk2Nth2tTYzGywMaNBHfsACDj6KMx3G7rPlfPnmRNmwpAaMdOfAsX2lKjiIiISFeIm7RN0XgEaI1IMBsa8G/aZHM1IiLS1WoaA/iaI0NbhYpGkG5MTdskEjdpmyK5tvUx0QjRPNtYeeeea23XPP9CV5QkIiIiYgt/eWzTttDGSuzlHT7c2m5epYgEEZFUE5tnq6atdGdq2iYRR05M0zZFJm0bPlpibWdMaNu0zZo8GWd+PgC+0lKCVVVdVpuIiIhIVwqUV1jbnqLUjEcASBsxwtpuWrXaxkpERMQO0WgEgKIeatpK96WmbRJxZsfEI6TApG1cnm16OulHHtnmGMPtJnfWrMjxgQC1r7zapTWKiIiIdJVoPIKzVy8cGRk2V2OftJjFyJpWrbSxEhERsUNF7KStmrbSjalpm0RSbdI2UFZGcNs2ADLGjYvLs42Vd+5sa7v6+ee6pDYRERGRrhRubLRy/lN5yhbA1b+/tdZD80rFI4iIpBrFI0iy6FZN2+DOnTR+9hnhhga7S0lI8ZO2Phsr6RoNsXm2Eybs8Tjv0KGkHXUUAM0rVtKkbDMRERFJMoGK1mgEd3HqLkIGYBgGaS25tsHt2wlWVtpckYiIdKWK6taekSZtpTuzrWkbrKpi7YyT8MdkbzWtWcP6r53P6gkT2fa732OapnVf5SOPsO70M9h860/4ctp0GpYsae+0Kc2RnWVth+qSf9K24aOPrO328mxjxU3bPqdpWxEREUku/rLWRcg8xak9aQvgHd4akaDFyEREUks009bpMOibk2ZzNSIHz5ambbCqirKrroqbCAj7/ZRf/T3SRo1i8DNP07xuLTXPPQ+Af+NGdj70Tw575WUOf/UVel50ETv+8lc7Sk9ozpyYSdva5M60NU2T+sWRpq2RltZunm2snDPOwPB4AKh9+RVMv7/TaxQRERHpKoGycmvbXaimbdrwmMXIFJEgIpJSovEIfXPScDm71QXmInFs+emtuP56cs88K25f/YIFhHw+Cn58C54BA+jzox9R/eyzAJh+P/1++QvcBQUApI0aSai6uqvLTnjO7JhM2yRfiCxQUUFwyxYA0seNtRqye+LMzSX7pJMACFVVUffOO51dooiIiEiXCVTENG01aUvaiOHWdtNqNW1FRFJFfXOQ6oYAoGgE6f5sadr2u/NOel58Udy+plWrSR8zGkd65JfKO2wYzevWRbaHDiW7pASAcEMDVf97nOyTT+raorsBR9ykbXLHIzQsas2zzdxLnm2s3HPPtbZrnn+ho0sSERERsY0/ZtLWk+KZtgCeww8HlwvQYmQiIqkkGo0AUKSmrXRztjRt21vRNuzzxe03DAPD4SBUU2Pt882fz5eTpxDcvp1eV1+9x/M3NzdTW1trfdQl+dRplDMrNtM2uT/nuEXIjt17nm1U5nGTcPXtC4BvwQJNa4uIiEjSCLRk2hpuN64+fWyuxn4Ojwfv4YcD0PzVV4Sbm22uSEREukJFVUzTNk9NW+neEibcw3A5Mdzxl7gbXi/hpibrduYJJ1B0/98B2P6ne/Z4rrvvvpvc3FzrY+TIkZ1TdIIxPB6MlknlcJIvRBZdhMzwekkbPXq/HmM4neScdlrkRiiEb8GCzipPREREpMuYpom/PDJp6y4sxHA6ba4oMaQNb4lICIVoXrvW3mJERKRLlFc1WNuKR5DuLmGato7cXIJVlXH7wvX1GG63ddtwucicMIGC226z8m7bc+utt1JTU2N9rFixotPqTjTRXNtQEi9E5i+vILB5MwDp48bh2EeebazsGSXWdl3pvA6vTURERKSrhXbtwmyMTBa5FY1g8Q5vzbVtXqWIBBGRVFAeE49QmJdhYyUihy5hmrbpRx1F47JPrdv+8nJMvx9nbi61r73Grn//x7rP8LgxHHsu3ev1kpOTY31kxyzQlewcOS1N2ySOR4hO2QJkHDv+gB6bPm4czrw8ILL4Xdjv78jSRERERLqcvyUaAcBdVGhjJYklbjEy5dqKiKSEuHgETdpKN5cwTduM8eMJ+3xUP/scALseeIDM447DcDrxDB7Mznvvpfbtt/GXV7Dz3vvIPu1UmytOTM7syGJkZkMDZiBgczWdIzbPdn8XIYsyXC6ypk4FIovaNSxa1KG1iYiIiHS1QHmFte0p0qRtlHfYMGtbk7YiIqmhPKZp2y8vzcZKRA5dwjRtDZeLfnfdyda77mLNpOOom1tKnxtvACBtxAj6/uIXbP/Nb1l/7rm4C/tTcMstNlecmKKTtgAhn8/GSjqPlWfr8ex3nm2srNiIhLlzO6wuERERETsEymMmbYvbLvibqlw9eliL0DatWoVpmjZXJCIina2iJR6hT7YXr0sZ79K9uex88hGrVsbdzi4pYchbb9K4fDnpY8bg6tHDui935lnkzjyrq0vsdqKTtgDh2lqI+Romg8DmzQRaFtpIHzsWh9d7wOfIOuEEDI8H0+/HVzoP8/bbMQyjo0sVERER6RL+snJr26NM2zhpw4fj27qVsM9HoKICT5Ga2iIiyaopEGJHXTOgaARJDrY2bdvj6t2b7GnT7C6j23JkZ1nbobrkm7SNz7M99qDO4cjMJPO44/DNn09w+3aavlhO+lFHdlSJIiIiIl0qEJdpq6ZkLO+I4fjeeQeIRCSoaSsikry21DRZ24U9tAiZRNzx0nIefn+DdXtgfgbzb5rO6q113PTMp2zYWc83Jgzg1tOHWwN9H361i9ue/5zKej/fnz6EyycfZkvtCROPIB0jbtK2rtbGSjpHfUyebcYB5tnGyiqJiUgoVUSCiIiIdF/+lquQnHl5OFNoAd79kTZMi5GJiKSK8qoGa7swT5O2EvFZeTX/ufRYPr39FD69/RRevW4yzcEQlz3yEUcW5vLytSfy5bY6nl4a+Xtql6+ZKx5ZwqwxhTz3vRN4YVkF76/baUvtatomGWdspm1tnY2VdI6Gj5YAYLjdpI858DzbqKzp06xt39zSQ6xKRERExB5hv5/g1q2ApmzbkzYipmmrxchERJJaRcwiZIpHEIBgKMyX23xMGNyT3HQ3uelusrwu3lm9g7qmID87cyQD8zO56dThPPVR5MqlF5Ztpk+Ol+tmDGFwr0yuKxlq3dfV1LRNMo4knrQNbN1KYNMmANLHjMGRdvArQbr79CGtpenbvGaNNaEiIiLS2ermzaPi+utp/PwLu0uRJBDcvBlaFtjSImRtuYuLcWRELpFtVtNWRCSpRRchAyhU01aAVVvrCJsmZ/z1XYb99HUu/vdiKqobWbmllnED8kj3RBarG9Evmy+3RyJGV26p5bjD862ohLHFeXxeUWNL/WraJplknrSNy7M9hGiEqOySGda2r1TTtiIi0vnMcJgtP76V2tdeZ/sf/mB3OZIE4hYhK9IiZLszHA68w4YBEKioIFSbXEMNIiLSqjx20lbxCEmvrq6O2tpa66O5ubnNMWu3+zisdxZ/+vpY3vjhFFwOg1uf+xxfU5DimNxjwzBwOgxqGgJt7stKc7G9tu25u4KatkkmdtI2lGSTtg1xebYHtwhZrOyS6dZ2nSISRESkCwS3bydUE3mn3l+2yeZqJBkEymMWIdOkbbsUkSAikhpi4xE0aZv8Ro4cSW5urvVx9913tznmnHGFvHztiRwzsAeDe2Vy5zlHsvDLHYRN8LjiW6Jel4PGQAin04i7z+ty0hgIdfrn0x6XLc8qnSZ20jacZJO20UXIInm2Yw75fJ4hQ3APGEBg0yYaliwhVF2NMy/vkM8rIiKyJ/5NrY3a0K5KTNO0Lr0SORhxk7bFmrRtj3d4a9O2edVqMjvgii0REUk80XiEnpkeMjxqdyW7FStWUFhYaN32er37fEx+poewCb2zvazZFt8z8zUHcTsN8tLdVNb7d9tvz8yrJm2TjCNmxeBkmrQNbNtGYGPkhW7a6NE40g/9XTPDMMguKYncCIXwvfvuIZ9TRERkbwJlrVORZnMz4fqGvRwtsm+xP1NuNW3blTZck7YiIskuGAqztbYJgEJFI6SE7OxscnJyrI/2mra/fm0lLy6rsG5/vKkKhwHD+2bz8aYqa39ZZQP+YJi8DA9jivLi7lu+uYa+uQe/ptKhUNM2yThzYhYiS6JJ24bFsXm2hx6NEJU9o8TaVkSCiIh0Nv/G+EiEUOUumyqRZGEtpup04u7b195iEpR36FBwRF72NK1aaXM1IiLSGbbUNBEKRxbmVNNWokb0y+YPb63mvbU7WbBmBz99/gvOPbqIyUN74WsK8tSSyJvf981by4lDeuF0GJw0soAlG6pY+OVOAqEwD8z/iilDe9lSv+bFk0z8pG0SNW1jFiHLPLbjmrbp48bhzM0lVFND/YIFhP1+HB5Ph51fREQk1u45tsFdu/AMGGBTNdLdmaZpTdq6+/XDcOlP+/Y40tPxDB6Mf906/F+uxQwEMNxuu8sSEZEOFI1GAChSnq20mD2uiDXbfFz12FKcDoNzxhZy82nDcDkd/Oa80Vz3xCfc/dpKHIbBk1dOAiLxGj87ayTfeXgxGR4XOeku/nD+oUd0Hgz9ZZdkHB4PRloaZlMT4SRaHddahMztJn3s2A47r+FykTVtGjUvvki4oYGGRYvImjy5w84vIiISK7CpLO52qKpqD0eK7Fu4poawzwdoEbJ9SRs2DP+6dZiBAM1frSdt2BF2lyQiIh1Ii5DJntxy2nBuOW14m/0njyxg/s3T+KKihnHFPeiR2TrAd+GkgUw9ojdrd/iYMKgnmV572qeKR0hCzpZp22SZtA1s345/wwYA0o88EkdGRoeePys2IqFUEQkiItI5TNOMW4gMIpO2IgcrbhGyIuXZ7o13ROxiZIpIEBFJNuWxTVvFI8h+6pOdRsnwgriGbVRxzwymD+tjW8MW1LRNStGIhHCSNG1joxEyOmG136wTTsBoiUTwlc7DNM0Ofw4REZFQdXWb/5tDuyptqkaSQaBci5Dtr7ThI6ztplWrbaxEREQ6Q0V16+KumrSVZKGmbRKKTtqG6+sxg0Gbqzl08U3bjsuzjXJkZpJxXCS7JLhtG01fLO/w5xAREYlmj8YKaiEyOQTxk7aFNlaS+NKGD7O2tRiZiEjyic+07dirc0XsokzbJOTIybG2wz4fzrw8+4rpAA2LW5q2LhcZ48Z1ynNkl8ygfv4CAOpK55J+1JGd8jwiIpK6/JvaNm01aSt7U/3ss9S9PQfTDLd7v3/tOmtbk7Z75+rdG2evXoR27qR55SpM08QwDLvLEklZjcuXU/XY/8g9exaZkybZXY4kgWimbbbXRW66FpuU5KCmbRKKTtpCJNe2Ozdtgzt34v/qK6Bz8myjsqZPg9sj277SefT5wQ865XlERCR1Bco2tdmnSVvZk7o5c9hy20/3+3h3kRYi25e04cOpX7iQUHU1we3bcRcU2F2SSMra8tOf0bxyJfUffMDQd+bZXY50c+GwyebqJkDRCJJcFI+QhBw5MU3b2lobKzl0cdEIx3Z8NEKUu08f0saMBqB59Wr85eX7eISIiMiB0aSt7K9ARQWbf3Lbfh+f+7XzcPXo0YkVJYe4iISVikgQsUtw506aW34Hg1u3dvvXrGK/Hb5m/KHIVSlFatpKEtGkbRJyZsfEI3TzxcjqFy+2tjtjEbJY2dNLaPr0MwB8paX0vPjiTn0+ERFJLf5NrZO2ztxcQjU1BCvVtJV4ZiBAxQ03Em5pYmSfeir9fnHHnh/gcuHMyuqa4ro5b8xiZM2rVpE9bZp9xYiksNjBHIDA5s04YyL+RA5UeVVrnm1hnpq2kjw0aZuEknLS1ukkvZPybKOyZ5RY23VzSzv1uUREJPUEWpq2zl69rEvZQ1VVmOH280olNe34619pXLYMAHdhIf3u/CXOvLw9f6hhu9/SRgy3tptWrbaxEpHUVr9oUdztQEWFTZVIsiivarC2FY8gyURN2ySULJO2wV27rAU20o4chTMrs1OfzzNkCO4BAwBoWLKEUE1Npz6fiIikjnBjI8EdOwDwFBfj7NkzckcopP9vxOJ7dyG7Hvpn5IbLReE9f9L0WQfyDByI4fUCWJdmi0jXsxaabhGo2GxTJZIsKqpjJ207Zx0cETuoaZuEnHGTtt23advw0RJrO7OToxEADMMgu6Rl2jYUwrdgQac/p4iIpAZ/WWuerWfAAFzRpi0QUkSCAIFt29l8yy3W7T433ED66NE2VpR8DJcL7xFHAJG4knB9vc0ViaSewPbt1kLT1j5N2sohqoiJR1CmrSQTNW2TkCNu0rb7xiM0xObZduIiZLGySqZb24pIEBGRjhKIybN1DyjGmZ9v3Q7u2mVHSZJAzFCIzTffbDXws6ZOpeell9hcVXKyFiMzTZrWrLG3GJEUtPuULUBgs5q2cmjiMm3VtJUkoqZtEkqeSduYPNujj+6S58w4+micubkA1C9YQNjv75LnFRGR5ObftNukbb4mbaXVzn/8g4aWjEdXQQH9fnM3hmHYXFVy8g5vzbVtXrXKxkpEUlPsYE6UX5O2coii8Qhpbgf5mR6bqxHpOGraJiFHdmvTtrtO2garqmj+8ksA0kaO7LJFNgyXi6yWlYTDDQ00LGr7R4WIiMiB8pe1TtpGMm01aSsR9YsWs/O+v0duOBwU/vEPuHr0sLeoJJY2YoS13bRSTVuRrhZ9gwq3G2evXoAybeXQmKZpxSMU5qXrTU9JKmraJiFnTNM2VOezsZKDZ03ZAhkTuiYaISprRom1XVc6t0ufW0REklMgZtLWvfuk7S5N2qaqYGUlm2+8EcJhAHpfew0Z48fbXFVy8x4xzNpuWq2mrUhXCmzbhn/jRgDSjzoK72GHARCuqSHk656vW8V+VQ0BGgMhAAp7aBEySS5q2iYhR8wqw+HaxJm0bfj4Y7b8/Haa9uNStNiso67Ks43KOuEEDE/kkgpf6TxM0+zS5xcRkeTjb8m0dWRl4ezRI37StlKTtqnIDIfZ/OMfE9yxA4CM4yaRf+WVNleV/JxZmbgHDACgefUazFBon48xQyF23n8/O//xAGZLg10klYWbm9n+l79Q89JLB/S4uDVLJk7A3b+/dVvTtnIg6puDfFpWzdNLyvjdG639hcI85dlKcnHZXYB0PIfXi+HxYPr9hOoSI9O2+av1bLr8CsyGBureeovBzz+Hu1+/PR5vTdo6HGQcc0wXVdnylJmZZBw3ifr5Cwhu20bTF8tJP+rILq1BRESShxkIENgceTHqHlCMYRi7ZdpW2VWa2KjyP/+hfsG7ADjz8yn83e8wnE6bq0oNacOHE9i0CbOpCf/Gjda0355UP/MsO/7yVwC8Q4eQPWNGV5QpkrB2/OWvVP773wC4i4rI2M/1R+qj0QhA5oQJNCxZat0OVFSQNuyIji1Uksair3ZRumo7a7bVsWabz8qw3V1xTzVtJblo0jZJRadtQwmQaRtuaqLiRz/CbGgAIFRdTcX1N2AGAu0eH6yqonn1aiCSOxYb99BVskta/xj3zSvt8ucXEZHkEdiyBVqm+TzFkQk/Z8/Wpq0mbVNP47JlbL/nz5EbhkH/3/0WV+/ettaUSrzDWyMS9mcxsprnnrO2m5Yv75SaRLoLMxCg5sUXrdvVTz+z34+NXk1puN2kjx2Lu7DQui+gxcikHRt21nPFf5dwwYMf8sCCr5i3esceG7aDe2Vy9tjCdu8T6a7UtE1S0UZnuNb+Sdttv/2t1YSNavzkk9YXK7tpWLLE2s6YMKEzS9ujrOnTrO26uWraiojIwfPH5Nl6BhQDkatiHJmZgDJtU02opoaK62+AYBCA/CuuIOuEE2yuKrWkDd//xcia16+n8dNP426LpDLfe+8RillAs/bNNwnX1+/zcYEtWwi0RAWljRmNIz09vmm7WfEI0qquKcDdr63k5Hvm8/aKbXH3ZXldjBuQxwXji/npmSN45P9N4INbSyi9YariESTpKB4hSTlyWpq2Ph9mKGTb5Xa1b7xB9RNPAmCkpdH35z9ny+23QyBA5b//TcYxR7e5xMzORcii3H36kDZ6NE2ffUbz6tX4y8vxFBXZUouIiHRv/k0bre1oliZELokP19cTrFTTNlWYpsmWn/7Uak6kH300va+71uaqUk/aiOHW9r7WWtg9s9O/fkNnlCTSbcRO2QKYDQ3UvvEmeeedu9fHxebZZk6YCIC7MDbTVpO2AqGwydNLyvjDW6vZ6fNb+/tke7nxlGFMPqIXfXPSMAzDxipFuo4mbZOUMztmMTKbVuL0l5Wx5ac/s273/elt5J07m4Kbb7b2bb71J/jLy+MeZy1CZhhdnmcbK7ukxNr2lWraVkREDk4gdtK2uLVp62qJSAjX1GD6/W0eJ8mn6vHHqXt7DgDO3FwK//gHDJdmKLqaq29fHLm5wN7jEcxwmNoXd2vabtyoxcgkZYVqa/G1XIUYXbgZoOb55/f52PpFMYuQtVxN6S4oAEekJaGmrSz6ahez7l3Ij5/73GrYelwOrpk+hHk3TuPrxxbTLzddDVtJKWraJilnTmsOrB2LkZl+PxXX32A1jHPOOovc884DoMeF3yb71FMBCNfWUvHDHxFuebEaqq6Oz7PNyWnn7F0je0Zr07audJ5tdYiISPfmL2sbjwCRSduoYFV1V5YkNmhasYLtv/mtdbvf3b/e66Ks0nkMwyBteGTaNrhjB8GdO9s9rnHp0jaXbJuNjQS3bWv3eJFkV/vmm9abjHlf/zqewYOBSLydvyX6YE+ik7aGx0P6uLGRbbcbV98CQE3bVFZW2cD3//cxFzz4Ics3t67Jc8ZRfZl7/VRuPHUYmV69wSmpSU3bJOWInbSt7frFyLbf82eaPv8cAPfAAfS94w7rHTHDMOh3153WJaJNX3zB9t/+DoCGpUvBNAHIONaeaIQoz5AhVo0NH31EqKbG1npERKR7imb4GW43roICa78rZjGykBYjS2ohXz0VP7reWoS15yUXx13RI10v2rQFaFq1ut1jqmMuA4/N3vQr11ZSVGw0Qu4555B77mzrdvVepm0DFRUEWq6uTB87FofXa93n6R/53QpVV+9XNq4kj/rmIH98azUz/jSfVz/fYu0f2S+HJ6+cxN+/fQzFPTNsrFDEfmraJqm4SdsuXoysbt48Kv/zHyDyArXwT3/CmZUZX192NkV/vse6rKbqf/+j9vXXW6MRgIyJ9ixCFmUYBtnTp0duhEL4FiywtR4REel+TNO0Jm3dxcVxGfPO/NambVCLkSUt0zTZescd+DdGso3TjjySPjfcYHNV4o1p2javbhuREG5qou71NwBwZGbS85JLWo9X01ZSkL+sjMYlSwHwDDmctFEjyZ11thVvUPPCi5ihULuPbS8aIUqLkaWecNjkuY/LKfnjO/ytdC3+YCRypleWh9+cexQvX3sikw7L38dZRFKDmrZJypEVG4/QdZO2ga1b2fLjW63bfW65hfRRo9o9Nm3kSApuu826veWnP6NuTiTnze4826is2IiEucq1FRGRAxPcvgOzqQkAT3Fx3H2unq0vSDRpm7xqnnuO2ldeASLNv8I//TEuC1LsEbcY2cq2Tdu6uXOtqb/sU0+NO96/YWOb40WSXeyifLmzzsYwDNwFfcicfCIAwS1bqP/ww3YfG7cI2cTdm7ati5H5FZHQLb3y2WYu+fdifvnyCt74Ygs76pr3eOzHm6qYff/7XP/Up2yrjRzndhpcOeUwSm+cxjcmDMDpUGatSJSCQZJU7KRtuIsmbc1gkIobb7RiBLJPPoke3/7WXh+T9/XzaViyhNqXXyZcX2/9cewdPhxnywIRdso4+micubmEamqoX7CAsN+PQy+0RERkPwXKWjP+opE7Uc6YeIRgpSZtk1Hz2rVsvfMu63a/u+7Es9vPgdjDe9hh4HZDIEDTqpVt7o9rUJ19Np5Bg6zbikeQVGOaZuvvhGGQO/Ms67682edSPz9yRWLNc8+TdcIJbR5bv3hR5KFeL2ljxsTdHzdpq6ZttzN/zQ6ue+ITwmZk+9/vRf59HNwrk2MH9WD8oJ5MGNQTr9vBb19fxQvL4qepTxpRwG1njmBwr8z2Ti+S8tS0TVJxmba+rmna7rjvPuuSGXf//vS76659ruxoGAb97ridpuXL8X/1lbU/49jxnVrr/jJcLrKmTaPmxRcJNzTQsGgxWS3vJouIiOyLf1PMImS7T9rGxCOEFI+QdMKNjVT86EfWpHXe179Ozumn21yVRBkeD97DD6d51Sr86zcQbmrCkZYGRBYnq1/4HgCu/v0if5caBo6sLMI+n5q2knIaly0jsDHyJmTGpIlxiyhmlUy3hlzq5swhVFsbt5h0oKKC4OZIXmn6uHFtBmDim7aKR+hO1u3wcc3jHxM22963fmc963fW89SS8nYfe0RBFj87aySTh/bu5CpFujfFIySprs60rX//fXb944GWJ3fS/49/2O9JWUdmJoV/vgej5Q9lgMwJ9ubZxsqKWSikrnSujZWIiEh344+btI1v2jpj4hGCikdIOtt+/Wuav1wLgHfoUAp+cus+HiFdzVqMLBSyvlcANa++Ci3ZnLmzZmE4HBiGgWfwYCCSuxluacaLpIK4BcjOPjvuPofHQ87MmQCYzc3UvvZ63P0NixZZ27tHI4AybburmsYAVzyyhLqmIAAnjyzgX5eM57tTD+OYgT1wO9sf3srLcPPLs0fx2nWT1bAV2Q9q2iYpR3bXZdoGd+6k4uZbwIy8xdbnRz8kY9y4AzpH2hFH0O9Xd2F4vXiGHE7mbpfV2CnrxBOs7Dlf6TxMs523EkVERNoRnUwC8AwYGHefJm2TV80rr1L99DMAGOnpFP75HmuKUxJHXK5tTERCzYvx2Z1RnsGDIhumiX9T6++2SDIL+/1WI9ZITyfn5JPbHJN37mxru/r55+Lui82z3X0RMgB3QQG0XJ2peITuIRQ2ufaJT/hqZyTacHjfbP58wVhmjCjg1tNH8OzVx/P5Hafyf1dO4qZThzFtWG+OKMji/50wmHdunMbFxw3C5VQrSmR/KB4hScVektKZmbZmOMzmm28htHMnAJknnkjP//f/DupcuWeeSdbUqTgyMjAcifOPuCMzk4zjJlE/fwHBbdto+mI56UcdaXdZIiLSDfjLWuIRDAN3UWHcfc68vMgLVdNUpm0S8W/cyNaf/9y63fdnP8N7+OE2ViR74h3W2rRtXrUagKbVa2heGWngpo0ejfewwdYx8bm2G0g74oiuKVTERr557xCujQwBZZ98Eo7Mttmj3hEj8A4bRvPq1TR9+hnN69bhPfzwSJ7tokjT1khLI/2oo9o81vB4cBUUENy6VU3bbuI3r69kwZodAPTIcPPQxePJ9Ma3ltLcTiYels/Ew/LbO4WI7KfE6YxJh4qftO28pu2uh/5J/fvvA+Dq3Zv+v/3NITVcnVlZCdWwjcoumWFt++aV2liJiIh0J4GWaTxXv75tcvwMlyvSuAVCuxSPkAzCfj8VP7qecEMDALlnzyJ39jn2FiV7lDZ8mLXdtGoVADUvxV4GPivueO/g1gaucm0lVey+KF97DMOIn7Z9LjJtG9i0ieDWrQBkHD3Ounpxd9GIhFBlpfXvpySmZ5aW89C7kX//XA6Dv3/7GIp7ZthclUjySrzumHSI+EnbzolHaFi6lB1//WvkhsNB/z/8AVd+cr6TljVtmrVdN1dNWxER2bdQTQ2hmhoAPMUD2j3G2RKRoEnb5LD993+gacUKIDKV2ffnP9/noqxiH2deHq7+kQWVmletwgwGqX3p5cidbjc5Z5wRd7xHTVtJMcGqKnzz5wPg6tOHzEmT9nhszsyZ4IpMW9a89BJmMEh9XDTCxD0+1l3Y39pWrm3i+nhTFT957nPr9h2zRnHc4cn5+l8kUahpm6QMrxfD7QY6Z9I2WFVFxQ03Wos09Lr66naD5ZOFu6APaaNHA9C8ejX+8vZXwRQREYnybyqztj0D2m/auloWIzMbGzVd1M3VzZlD1aOPApHLfQvv+VO7lxFLYklriUgI19dT/cwzBHdELvnNmjoFV48eccd6BrbmUvs3bOiyGkXsUvvqaxCMLDSVM/MsDKdzj8e6evYke/o0AEI7duJbuJCGRTFN2728VtRiZIlvS00j3310Kf5QGIALJw3gwkkD9/EoETlUatomKcMwcLRM23b0pK1pmmz5yW2tl7pMmECv713doc+RiLJLSqxtX6mmbUVEZO8CZa0LFbkHFLd7jLNn62JkwcqqTq9JOkegooLNP7nNul1w649JGzHCxopkf8UuRrbjb/da27mzZrU51pGejqtfy2Tuhg1anFaSXs2LsXEh7UcjxMqdfW7rY5973lqEzMjIIP3IPa8J4u4fM2mrXNuE0xQIceV/l7KjrhmASYf15PaZo2yuSiQ1qGmbxJwtubYdPWlb9d//4ps3L/IcPXrQ//e/3+u7rskie0Zr07audJ6NlYiISHcQN2m7h3gEV0zTNlSpXNvuyAwEqLjhxtaFek45hbxvfMPmqmR/eYe3Nm2j2dKO3Ny4aKy44wcPAiBcU0OoSm+0SPJq/uormj6PXArvHTlivxbey5oyGWevXgDUvf02we3bAcg4+mjrKtD2eGInbdW0TSimaXLzM5/xeUUk7qm4Zzp///YxuJ1qJYl0Bf2mJTFr0tbnwwyHO+ScjZ9/wbY//NG63f+3v8Fd0KdDzp3oPEOG4C6OTEo1fPSRlVMoIiLSHn/MpK1nT5O2+TGTtlqMrFva8de/0rhsGRC5xLffXXcqx7YbSYtp2kblnHF6m4UDozyDlGsrqaHmxdYFyPL2Y8oWIgtsWlPqMZPoGRP2HqMXG4/gV9M2odw/fx0vfRqJrMj0OPnnxcfSM7P9fx9FpOOpaZvEnFlZkQ3TJOzzHfL5QnV1VFx/PQQCAORffhlZU6Yc8nm7C8MwWiMSQiF8CxbYW5CIiCS0wMbYeIQ9TNrGLOAZ0mJk3Y7v3YXseuifkRsuF4X3/CluMVhJfO6iojbZw3trUMUtRqZcW0lSZjhMzUstTVunk5wzz9zvx+adO7vNvn2tfeLq1w9a3uxSpm3imLNiG79/c7V1+54LxjKsb7aNFYmkHjVtk5gj5kVDqPbQIhJM02TLz39OoCxyqWf6mDH0/sEPDumc3VFWbETCXOXaiojInvlb/s909uzZ+kbqbuIybXepadudBLZvZ/Mtt1i3+1x/Pekti5ZK92E4HHERCZ6BA0kbM2aPx3sGDbK2NWkryaph8UcEt2wBIPPEE3C1RB7sD++QIdYCzgCOjAzSRo7c62McHg+u3r0BCFSoaZsI1myr4wdPfmINTN94yhGcMqqvvUWJpCA1bZNYNNMWIOw7tKZt9VNPU/f6G0CkGdz/j3/cay5Rsso4+micubkA1L/7LmG/3+aKREQkEYWbmghu2waAp7j9aATYbdJW8Qjdyo6//MWajs6aOpWel15ic0VysNKGDbO2c86etdd4i9hJ2+b1GzqzLBHbxC5Atr/RCLHyZp9jbaePP2a/XjdGIxJCO3cSbmo64OeUjlNV7+fyR5ZQ7w8BcNbofnx/+hCbqxJJTWraJjFHTmvTNtSyOMbBaFq9mm2//rV1u99dd+IpKtzLI5KX4XKRNW0qAOH6ehoWLba5IhERSUSB8nJre0/RCLDbpK3iEbqNcH09tdE3s7Oy6PebuzEc+rO6u8o560xwu3H27Ene176212Pd/ftheL2AJm0lOYXr66l9800g8u9bVknJPh7RVs7MmbiLisAw9vk7FRWba6uIBPsEQmG+97+P2VTZAMCo/jn8/mtjlNUuYhP9dZnEnNmt8QjhuoObtA03NFDxo+sxm5sB6PHtb5NzyikdUl93lVUyw9quK51rYyUiIpKo/JvKrG1N2iaf2jfexGyIvKDNOeMMXD162FyRHIqMo49m6Px3GDLnbdx99r7AruFw4Bk4EIhEoJjBYFeUKNJlat9+u/Xft9NPx5GWdsDncGZlcdirrzB0wfz9fu0Y17TVYmS2ueuVFXzwVeTvkV5ZXh66eDzpHqfNVYmkLjVtk1j8pO3BNW233nkX/q++AsA7YgR9br6pQ2rrzrJOPAGjZUVhX+k8zJiVUUVERAD8mzZa256Be560dWRnQ8tlo8Gqqk6vSzpG9fPPWdvtLboj3Y+rZ08cGRn7dayVaxsIqLkkSafmhdZohNzZB//vm8PrtXJq94e7f39rW7m29nh80SYe+SDy94vH6eCBi46hf166zVWJpDY1bZNY/KTtgccjVL/wAjXPPw9EAuQL//RHHC2Xg6UyR2YmGcdNAiC4bRtNy1fYXJGIiCSaQMykrbt4z01bwzCsKU1N2nYP/o0baVyyFADPYYftddEqSU7xubaKSJDkEaiooGHRIiCyKF/6uLFd9tyatLXXoq928fMXv7Bu3zX7SI4ZqKtIRA5UOGxSVtnAsrJqvtxWR11T4JDO5+qguiQBOQ9h0rb5q/Vs/eWd1u2+v/gF3pg/UFNd9vQS6ucvAMBXOpf0I0fZXJGIiCQSf1lMPMKAPccjADjz8wlu306wshLTNJUbl+CqW97QhsiUrb5fqcczeJC17V+/AabZVYlIx6p56SVouYow95yzu/TfN3dh7KStmrZdqbyqgav/9zHBcOR7f9mJg/n6+L3/7SIi8TbtauDeeV+yaH0lxT0y6JnpocEfpKyykdx0N9+eNICzxx742lBq2iYxx0FO2oabmqj40Y+sLKPc884ld+ZZHV5fd5Y1fTrccQcAdXNL6X3ddfYWJCIiCSWwaRMARkYGzpjc2va4evakGSAYJFxbizM3t/MLlINihkKtlw47neTMmmVvQWKL2EEG/4YN9hUi0oFM04yPRujif9/i4xHUtO0q1Q1+rvjvUirr/QBMHtqLW08fbnNVIt3LvaVf8urnW/nRSUP59eyjcDnjQw027Wrgb6Vf8r9Fm7jvW0fTO3v/r2BXPEISO9hJ222//S3Nq1cD4BlyOH1vu63Da+vu3AV9SBs9GoDm1avxx6wSLiIiqc0MBvG3vOD0DBiwz0klZ35Pazu4q7JTa5NDU//BhwS3bgUg68QT97lolSQnK9MW8CseQZJE4yfL8G+M5JlmTJoUF1fQFWIzcAOblWnbFVZsrmXWve+xcktkwGtwr0zu/ebRbRpOIrJnDy5YR1llIy9dcwKnjOrb7u/PgPwMfn/+GK6aehjff/zjAzq/fhuTWOykbWg/J21r33iT6ieeBMDwein805/2e1GGVJNdUmJt+0rn2ViJiIgkksDWrdCyoryneN+XF7p6tk7ihiqVa5vIap5rXYAs99xzbaxE7OTMzcXZM/Jmi5q2kixqYqJfcs8525YaotO2wR07CDc321JDqnhxWQXn3v8emyojV9fmZ3p46OLx5Ga4ba5MpHu5/MTD+O3XRuNy7DtOpmR4AU9eMemAzq+mbRJzZmdZ2+H9mLT1l5Wx5ac/tW4X/PQ20o44olNqSwZZJdOt7brSUhsrERGRRBKNRgBw7yPPFjRp212EamupmzMHAGdeHtnTp9laj9gruhhZcMcOQj6fzdWIHJpwUxO1r78ORGJ9ck4+2ZY64hYj07RtpwiGwtz1ygp+8OQymgJhAEYX5fLytScypE/WPh4tIrtztDRrp/3hHR5ftAl/MLxfx+/3+Q+6Mkl4Rno6uCKxxaG6vTdtTb+fiutvINzyR2fOmWeS97WvdXqN3Zl36FDcLRNUDR99RKimxuaKREQkEfg3xSxCVjxgn8dr0rZ7qH3tNUx/JPMvZ+ZMDI/H5orETnGLkW3YaF8hIh2gbu7c1teBp56KIzPTljrimrYVatp2tF2+Zi7+92L+ubD1CoHzjyniqe8eR/+8dBsrE+n+bjhlGE8tKeP435Ry37y11DQGOuS8WogsiRmGgTM7m1BVFeHavccjVL/wAk2ffw6Ae8AA+v7iDq2GvA+GYZBdUkLlI49AKIRvwQJyZ860uywREbGZP2bS1jNw301bZ88e1rYmbRNX9XOtlw7nnTvbxkokEcQtRrZ+PelHjrKxGpFDU/P8C9Z27jnn2FZHfNNWi5F1pM/La7jqsaVUVDcC4HIY3D5rFBdO3Hf2vojs26wx/Zk1pj9LN1by7/c2MOV38zhtVF+y0uLbrj87a+QBnVeTtknO0bIY2b4u26p/d6G13f9Xd+HM0qUR+yNrRmuurSISREQEIFAWE4+wP5O2+bGTtmraJqLmtWtp+uwzALwjRpA2YoTNFYndtBiZJIvAtu3Uv/8+EMmUzTh2vG21uAv7W9uKR+g4Ty8p47x/vG81bHtne3niyklcNGmgGrYiHSw7zU2Wx0UobFLd6KemMRD3caA0aZvknNk5BIBwXR1mOIzhaNunN8NhGhYvBsCRm0v6Mcd0cZXdV8bRR+PMzSVUU0P9gncJ+/04dLmkiEhKs+IR3G7c/fru83hnTDxCUE3bhBQ3ZTv7HPsKkYThiZ203aCmrXRftS+/BOFIBmPuOee0+3qxq2jStmNt2FnP795cxWufb7X2HT0gj/svPIaCnDQbKxNJPvNWbedfC9fzaXk135wwgDnXT6Vv7qH/nqlpm+ScLZO2hMOEGxranaBtXrPGymPNOHa8rf9RdzeGy0XWtKnUvPgS4fp6GhYtJmvyiXaXJSIiNjFNE39ZpGnr6d8fw+nc52NcMfEIoV3KtE00ZiBAzUsvRW643eQoCkkAT1EROJ0QCtG8YYPd5YgcFNM0qY6LRjjbvmKITPpGqWl78Hb5mvlb6Voe+3AjwbBp7f/WxAHcPnMkXte+/zYRkQNz87Ofcenxg/j7hUeTk+busPOqaZvkHNk51na4trbdpm10yhYgc8LELqkrmWSVzKDmxciLubrSuWraioiksNDOnZgNDUAkI35/ODIyMDIyMBsaNGmbgHzvLiS0cycA2dOm4erRYx+PkFRgeDx4iorwb9yIf8NGTNPUZcbS7TR98QX+desASD/mGDz7+f9WZ3GkpeHs1YvQzp1q2h6ERn+If7+3nvvfWYevOWjt75Xl4dbTR3DeMUU2VieS3BbeMr1T3hBR0zbJWZO2QKiujvb6/fWLWpu2GRMndEFVySXrxBMw3G7MQABf6TzMn/9cf7SLiKSo6JQtcEAvfl09exJoaNCkbQKqef45aztXC5BJDM+gQfg3boy84bJtG+6++45DEUkksQuQJUr0i7uwP6GdOwnu2KHouf0UCps8s7SMP729hm21zdb+dLeTK6ccxhVTDiPLq9aPSGea8cf57KsNZGCw4ObpB3Re/eYmud0nbXdnhsM0LFkCgDMvD+/QoV1WW7JwZGaScdwk6he8S3DbNpqWr9AKwiIiKcq/qXURMs+A4v1+nDO/J4HyckLV1ZjBIIZLf6IlgmBlJXXz3gHA2bsXWZMn21uQJBTP4MEwfz4QWYxMTVvpTsJ+P7WvvgqAkZZG9mmn2VxRhLt/f5o+/QxMk+CWLXgGDrS7pIRlmibzVm/nN6+vYs221oXHnQ6DC44t5oczhtJH2bUiXeKHJx3RZl/YNClduZ05K7dhGHD6kf0O+Lx6RZDkdp+03V3zqlWErTzbY5Vne5CyS2ZQv+BdAHylc9W0FRFJUYFNrZO27uIDmbRtXYwsVFWFq3fvDq1LDk7tK69AMHKJae6sWWqmS5z4xcg2kHnccTZWI3JgfPPesdY1yT7ppHZj9Ozg2W0xMjVt2/dpWTV3v76SD7+Kj1U6ZWQBN582nCF9EuP7KZIqvhYTP1LTGODJxZt4bNFGGppDXD3tcC6cNPCgFgDUX55JzpEd07RtZ9I2PhpBebYHK2v6dLjjDgDq5pbS+7rr7C1IRERsER+PcACTtjGLkQUrK9W0TRDVzz1vbeede66NlUgi8gweZG03r19vXyEiB6HmhRes7dwEiUYAcMc0bf0VFWTaWEsi2rirnt+/uZpXPtsSt3/cgDx+csYIjh3U06bKRGTF5loeeX8DL3+2mcN6Z/KDGUcwc0y/Q8q6VdM2yTljmrbh2raTtnGLkCnP9qC5C/qQNno0TZ99RvPq1fjLK/AUFe77gSIiklT8mzZGNgwDd/H+N23jJm21GFlCaFqxguZVqwBIGzMa7+GH21yRJBrPoEHWtn/9BtvqEDlQwZ078S1YAICroIDMSZNsrqiVe7dJW4morPfzt9IveezDjQRCprV/UH4Gt5w2nNOO7Kt1VUT2w8X/XszM0f04f3wxlz/yEXNWbrfuO2FIPv+7PPLv4Ydf7eK25z+nst7P96cP4fLJh+31vOfd/z6fbKrC6TA4aUQBEwb3pK4pwOOLNsUd950TBu/hDO1T0zbJxU3a1sVP2pqhUGuebc+eeIYM6dLakk12yXSaPvsMAF9pKT0vvsjmitpnhsPUvvIKrt69dRmfdImm1avxzZuHGQod9Dkc6RnknHUm7j59OrCyxNL42Wf4y8rIOf10RdV0Y9F4BFdBAQ6vd78f58xvnYwJ7kr8pm3TihU0rVlD1uTJuPLz9/2Abihuyna2pmylLVfv3jgyMwnX1+PXpG3KCFZVUff222Qef0K3HdKoeeUVaPm7LHfWLAxnx694frDc/ftb24HNm22sJDE0BUL8+7313D9vHXXNQWt/fqaHH5w0lG9OGIDbqb8bRfbHC59UsGDNDmaOjmTLflZew5s/nELf3EhsgdsZeeNjl6+ZKx5ZwuWTD2PW2P5c+8THjOyfw/GH99rjuV0OgwmDI3/PVzX4eXP51jbHGBhq2ko8Z07sQmTxk7ZNK1cRbsm5zZgwQe/MHaKskhJ2/PkvANQlcNO26tFH2Xb3b8AwGPziC6Qd0TYwW6SjhOvr2XTxJVZm2qGomzOHQY//rwOqSjzN69ez8aKLMZubCW7ZQv7ll9tdkhyEkM9HqKoKAM8BTNkCcY3PUOWuDq2rowW2bGHjhRcRbmjA8HjImTWT/EsuSarFTE3TbF2gx+sl54zTba5IEpFhGHgGD6bpiy8IVFRopfsUsfWXv6Tu9TfwHnEEh730ot3lHJSaF1rrTqRoBNitaVuR2k3buqYAX7v/A1Zva30dn+52cvnkwVw55TCy09w2VifSvVQ3+Lnr1ZUc1jsSurK1pgkTGNY3u82xLyzbTJ8cL9fNGIJhGFxXMpSnPirba9P2/74bGYjbXtuEPxSmqEcGAMvKqumXm3ZQebYAeksmycVP2sY3bRsWLbK2MyYc22U1JSvv0KHWpbANH33UIU2qjmYGAuz6939abpj43plvb0GS9Bo/+6zDfhcaP/6YptVrOuRciabmuecwm5sBqHriScxw2OaK5GAENrVe/uQ+gDxbiFzxEpXok7Y1L7xAuKEBANPvp+aZZ/lq5iw2XX4FvoXvYZrmPs6Q+ML19VYDPn3cuLg3wUViWYuRmSaBjRvtLUa6RNNnnwPQvGYN4Zb/u7uTppUr46NfDtv7Jb9dzZGRYf2fmOrxCI+8v8Fq2DoM+OaEYt65aRo3nDJMDVuRA3TXqys5dVQB44oj60gsK6smHDaZ9Ou5jPjZG1zz+MfUNAQAWLmlluMOz7cGG8cW5/F5xd5f026paeSCBz5g0t1z+dfC1qtvLvrXIo67ey7n3f8+W2uaDrhuTdomubhJ292atvWLW5u2mVqE7JAZhkF2SQmVjzwCoRC+Be+SO/Msu8uKU/vGmwS3bbNuNyxeDFdeYWNFkuwaP/3U2s6/8koyxh9zwOeo/+BDKv8TebOh5oUXSLvl5g6rLxGYoRA1L75k3Q5UVNC4dCkZx+rNtO7GH9O09Qw4sNWuu8ukrWmaVEcXrzEMHFlZ1t8X9QsXUr9wId6hQ+h56aXknHXWAUVEJJLQrtbvgavXnqcqRDyDWn/Xm9evT6qJc2nLNE2CO3dat0M7d+Io7F4RCbELkOWdc45tdeyNu7CQUGUlwW3bMP1+jBScYPc1B/lnS+PHYcAL3z+B0UV59hYlkmDq6uqorW2NAfV6vXjb+dvz/XU7eX/tTt66fiq3v7gcgHU7fIzol8NPzhiBwwG3PPs5v31zFb+efRS+piBD++RZj89Kc7G9du9v0t309GeM6JfDgxePJze99U2Vz+84lR11zdz92kpueuZTHr3swHpvmrRNcs49TNqawSCNS5ZGjunVC0+CvcPaXWWVlFjbdaVzbaykLdM0rcZXVMPHH2MGAjZVJKmg8dPPrO3c2eeQNWXKAX/kX3kFuCP/8dW8/DJmMLinp+uW6t//gOD27XH7ql/snpdbpjp/S54tgCdJJ20bP/mEwMZIczpj0kSGzJtHwU9+gruoyDqm+cu1bLntp6wtmcGOe+8juCtxm9B7Evs9cOVrJW7ZM+/g1mw6LUaW/MI+n3VlDBDXwO0OzECAmpdfAcBwu8k5PTGjX6yIBNMkEDNwkkoe/WAj1S1Tf+eMLVTDVqQdI0eOJDc31/q4++672xzTFAhx2/NfcNfsI8nyts6tfn/6EB67fCIj++cwvG8OPzl9OK9/vgUAp9PA42ptl3pdThoDe1+f5eNNVVw+eXBcwzaqd7aXH518BEs3Vh3w56imbZIzMjKgJVg+HPMORNOKFYTr6wHInHCs8mw7SMYxR+PMzQWgfsG7hP1+mytq1bhkCU0rVsTtMxsaaPziC5sqkmRnmiaNLYvzOXJz41bZPhCuHj3InjYNiEy01L/3XgdVmBhiJ16i6t54k3DTgV8+I/YKlMXEIxQPOKDHunr0sLZDCdzkrHn+BWs775xzcGZl0vPiizj8zTco/OtfSD/6aOv+0K5d7Lz3XtZOL2HLz35G89q1NlR8cGKnnZ091LSVPfPENW21GFmy271J293elPK9u5BQZeRNqawZM3Dm5dlb0B64Y6aXUzEiob45yEPvfgWAYcD3S7RguEh7VqxYQU1NjfVx6623tjnmb6VfMrool5LhBXs9V36Wl6qGAM3BEHnpbirrW3s5vubgPhf8G12Uy/3vrCMYaj/m7rFFG9vNz90XxSMkOcMwcGZnE6qujpu0bVi82NrOmKBohI5iuFxkTZtKzYsvEa6vp2HRYrImn2h3WQDsevgRaztj0iQaPvwQgIZFi8kYN86usiSJBSoqrOZT+ujRh/TmUO7s2dS9/TYA1c+/QNbUqR1So91CdXXUzZkDgDMvj8zJk6l9+WXCPh++0lJyzjjD5grlQBzKpK3hduPIzSVcU0OwMjEnbcNNTdS+/joQyRzMPvlk6z7D6STnlFPIOeUUGj/9lMpHHqH2zbcgFML0+6l++hmqn36GzMmT6XnpJWQef3xCv2EcO2nr1KSt7IVnYGs8gn/DBvsKkS4R2r1pu6N7TdrWPP+8tZ17ztk2VrJ37sLYxchSr2n7v0UbrYbRzNH9Obx3ls0ViSSm7Oxscvax7sCLyzZTWe/nqDveBCKTt69+vplnPy7nhlOGceygyN95H2+qoleWF6/LyZiiPF78tPXfnuWba+ibu/eFxP5w/hguf2QJx/5qDkcW5tIry4vDMKhtCrC8ooawCf+9bMIBf46atE0BjpYf4thJ2/pFsU3bA//BkT3LKplhbfvmldpYSSv/hg34SiO1uAoK6Pvzn1n3NcRkG4t0pNg82/QxYw7pXFmTT7QuH/fNnZuQC/0djNrXX7cus8w580zyvvY16z5FJHQ/0UxbZ27uQS1c5Wr5GQ8laNO2bs5cwj4fANmnnYYjI6Pd49LHjKHwT39iyFtv0vM738GR1fpis/7ddym77HLWn30O1c8+l1BXpMSKnbSNzRsW2Z0jIwNX376AJm1TQdtJ2+7TtA1WVVH3zjtAJB4v68TEGCxpTypP2jb6Qzy4oHXK9lpN2YockqevOo43fziF166bzGvXTeakEQVcf/IRnHB4L+58ZQUfbajkzeVb+d0bq7lwUuRKuZNGFrBkQxULv9xJIBTmgflfMWXo3tc4KOqRwes/mMzfvnk0Ewb1JNPrxO00GNwrk5tPG07pjVM5okCTttIOZ3Y2ASITXaZpQjBIw9JInq2rd288gwfZWl+yyTzhBAy3GzMQoK50HgU/+5nt00SV/30UWlbz7nnRhXgGD8bVty/BrVtp+PiTlA34l84V37QdfUjnMtxucmeeReUj/8UMBKh9/XV6fOMbh1qi7WpeaG3M5p5zDmmjRuLq34/g5i3UL3yP4M6dWgSpmwj7/QS3bgXAPfDAFiGLcub3hPXrCdfXE25qwpG293f0u1pslMf+TGi5CwspuOVmen3/e9Q8+yyV/33UevHdvGYNW267je333EOPb32THt/4htW0TgRxmbYJVJckJs/gQQS3biVUU0Owqiou7kSSy+6TtbtP3iay2tdeg5a1LHJnzsRwJW4rwBPXtN1sYyVd7/HFm9jpi7yhecZR/Rh6EE0eEWnVLzc97naGx0WPDA/njCukrKqBS/69mEyvi4smDeT70w8HoGemh5+dNZLvPLyYDI+LnHQXfzi//SGk7bVNZKe5Sfc4MQyDE4f24sS9NHjX76xncK/M/a5fk7YpwJHT8g99OEy4voGm5csxGxoAyJg40faGYrJxZmWScdwkAIJbt9K0fMU+HtG5QtXVVLdcCmVkZJB3/vkYhkHmxMiEtdnUROPnn9tZoiSppphFyNKPOuqQz5c7e7a1XR1zeV935d+wgcaPPwbAO3QIaUeOwnA4yJ05K3JAKETtq6/aWKEciEB5ufXmmKf4wKIRolw9Wyc6E23aNrBtG/Xvvw+Au6iIjPHj9/uxzqwsel5ySST39s9/Jn3sWOu+0M6d7Pzr3yK5tz+/neZ16zq69IMSl2mrSVvZB69ybVNGm0nbnd0n0zY2kzz3nHNsq2N/WAuRkVqTtk2BEP+Y3/r/oKZsRTreH78+hvPHF+N2Ovjd18aw4pen8dFtJ/GDk4biismtvXDSQEpvmMafvzGWN34whd7Z3nbPt+DLnXz9gQ/YtKthr88bCpvc/dpK7nhp+QHVq6ZtCnBmt16iGa6r3S0a4Vg7Skp62bERCaVzbawEqp56GrOxEYC8c8+1FkqLzTKuX6SIBOlYYb+fppUrAfAMGtQhC12kDR+Od/hwINIQbv6qe78wjo0/yD3nHOsNtNyzZ7V7jCS2aDQCgPsA82yjYrNTYyc9E0HNSy9BOLKwQu7ZZ2M4DvxPSMPlIue0Uxn05BMMfOJxsk87DVrOYzY3U/3UU3x15lls+u53qf/gg8jVQTYJVrau7qtJW9kXz6DYpu0G+wqRTtddFyJrXruWppbFh70jR5A27AibK9o7R2am9bejf3PqNG2fXLyJHXWR2KzTRvVleN8Dj1oSkY5T3DOD6cP6kOnd85UJXzumiFtPH87l//2IO19ZwRcV8TF+VfV+nvqojDP/+i5Oh8G/Lz2wHpyatinAkd2aJReqrYtbhCxzohYh6wxZ06db23Wl82yrw/T7qXrsscgNw6DnxRdZ92VMbM0yblj8UVeXJkmuedUqzJasykONRogVe0l27KXa3Y0ZDlMTbcg6HOTMnGnd5z3sMNJGR75mzStW0rR6jR0lygEKxDRtPcUDDuoc8ZO2idMIME1ztyiPQ1+8JmPcOIr+fA+Hv/UWPS+5BEdm62Vi9fMXsOk7/4/158ym5uVXbGneRhdRNNLSMPaQ3SsSFRs15t/Qvd9QlL0L7tyx19uJKvZvprxzZu/5wAQSzbUNbt2G2RLrkMyaAiHuj52ynaEpW5Hu4vghvXj1uskM65vNn95ew5TfzWPy70qZ/LtSLvr3Ijbsquf+C4/h5tOG43Qc2JXuatqmgNhJ21DlLhpaLsd1FRTgHnBwLyxl79wFfUhruRy8edUq/OX2vENc+/rrBLdvByD7pBl4Yr7fnqIi69Kjxk8+SdjFYKR7aoyJRog2IDtC7syZ0JLBVvPii5ihUIeduys1LF5McPMWADJPPAF3nz5x9+fOap22rXlJ07bdgX9TmbXtGXhw/7cm6qRt0+ef42+JLcgYP/6g4x/a4ykqpODWHzNk/jv0+fEtcZfENq9ezeabbqJuzpwOe779FWyJp3D17KkYKdknT0w8QrPiEZJaaLc4hN1vJyIzFKLmpZcjN1wucs46096C9pO1GFk4TGDbNnuL6QJPLy1nW21kyvbkkQWM6p9rc0UiciDcTgdfH1/Mvy89lgU3T+fdm0t49+YSXrl2MjefNvyAcmxjqWmbAqxMW6D+/fetS+UzJk7QC5FOlD2jxNr2lZZ2+fObpsmuhx+xbve89NI2x2RMaMm1bW6mKWbRKJFD1fhZTJ7tmLEddl5Xfj5ZkycDENy2jfoPP+ywc3el2Fy5vHZy5XLOPMNqTte+/Eq3bU6nEn9ZTDxCh2TaJk4jIG4BstnndMpzOLOyyL/0Ug5/600K/3wPaTET+rWvvtYpz7knZihEqCoSj6A8W9kf7n79rAVdFY+Q3HaPRwjX1xNueW2VqOrff98a4siaOrXbRL7E59om92JkzcEQ989ba92+rmSojdWISCJR0zYFxE7a1s1pzVdVNELnyippbdrW2dC0bVi0mOaWTNG00aNJP/roNsdkTIzNtV3c5n6Rg9XY8iaA4fV2eG5a7OIZsZdsdxfh+npq334bAEd2NlkzZrQ5xtWjB1lTpwIQ3L692zanU0mgZdLWSE/H1bv3QZ3D2bN1xflEmbQN+/3UtDRNjbQ0sk89tVOfL5J7exqD/vc/nD0iXw/fggWEm5o69XljhWpqrPze2O+JyJ4YTieegQOBSL613mhLTmY43G6GbaLn2sa9UdxJb7x1BmvSluRfjOzZpRVsron8PzdjeB+OKtKUrYhEqGmbApwxk7axK9pGpyylc3iHDrWmrRo++ijyIrALVT78sLWdf+kl7U5VZ8YsRNegxcikgwSrqqx8z7SRIzHc7g49f9b0adaCenVvv03I5+vQ83e22jffwmyIrC6ac8YZOLztr0QauyBZjRYkS2hmKESgvByIRM8c7FUsrvzEm7T1lc4j3PL/V/YpJ+PMytrHIzqG4XKR1XLFitnQQP1773XJ80Jrni3ETz+L7I1n0KDIRiCQ9A2mVBWqroZ2GvLBHYmbaxuqraVubmRox5mXR9aUKTZXtP9SpWkbCIW5L2bK9toZmrIVkVZq2qYAR3bbVSdd/fvhLiqyoZrUYRgG2SUtC5KFQvgWvNtlz9381Xp877wDRL7X2aec0u5x7sJC6+eg8dNPCTc3d1WJksQaY6I20seM6fDzOzwecs6M5LGZTU3UvfFGhz9HZ4q71HwvCzplTZuGw2pOzyFcX9/ZpclBCm7dai2S4j7IPFsAZ8wlq8HKqkOuqyPEL15zTpc+d87JJ1vbdW+93WXPGzvl7MrvHpcRi/1ic239yrVNSsEdO9vdH0rgSdva19/AbPn7Puess6wYj+4gVZq2z39cQUV1JGJj6hG9GVucZ29BIpJQ1LRNAbGTtlGZxyrPtitklbRe9lxXOncvR3asyv/GZNleeBFGSzZmezImtuTa+v00frKss0uTFNAUl2fbcYuQxYrN1ayOaSolOn95BQ2LI1EknoEDSR87do/HOjweck4/DQCzsdGKVJDE4y+LWYSs+BCatrm54HQCidEECO7cie/dyBuOrr594yJ1ukLGccfhaJnsrZs3r8tWD4+dcnZq0lb2kxYjS37Bna0TtbF518H/z959x7dRn38A/5y2ZMvydrztLNvZe5GQTQIJZEAoM4TRAgVaymwodAAlbRltob+WsKHMAhkkYWQxEgKZZNvZtuO9Zcu29v3+OOl0Sjwka5zG83698upJlk7fUMeWnnu+nyeEh5G5XyheLNo6+kKeKci0rYrMTFuLzY5/CbNsqcuWEHIBKtpGga46bYP9wStaacaO4bdxt3+3A3azOeCvaW1u5nM+JRoN4pdd0+PjYwQxGc5iEiG+6DwkKNqOCEzRVjVsGBQDB3Cvt28/zOXlvTwjNOjXr+OPdUuW9HrxTLfI1YlLEQmhS/j9p8jp2xAyAGAkEj5D1dokfqatfsNGfiuwbtEiMI6CcrBIFArEzpgBALC3tqI9SL+jhF3O1GlLPKXMz+OPzaWloq2DBI7wYpqqoIA/vnA4Wagwl5ai86efAHCxbaqhQ0RekXeksbH8jqNI7bRdf7AK5U1cZNa0QckYm0s56oQQd1S0jQJdddpSnm1wMDIZYmdww4Ts7e3o2LM34K/Z8tFHYB0DW+KXXQOp9uL//4WE3wvteyjXlviGtdvR6ei0laYkQyaY/OtPDMO4bdUOh4FkLMtCv/4z7gbDuGXWdkc9ahS/3b7jx92wVFcHcomkjyyCTlu5D522gCtD1dbYCJZlfTqXr9w6tBZ1H+URSFphREKQus2p05b0BZ9pC8B8rlS0dZDAEcYjKIsKXfc3hmbRtuWCLttw3GXp7La11NSAtVpFXo1/WS/IsqUuW0JIV6hoGwUu7LSVZ2ZCkZXZzaOJv8XOnMUfGwIckWA3m9H03nvcDYkECTff3Otz5OnpkOdwRYbOQ4dh7+wM5BJJhDOXlsLe1gYAUI8YGdAPCHFXXgVIuF9j+vXrwTqmvYeqzgMH+AFtmkkTIU9P7/U5DMNAd5WjuMuyXOcjCTnmMv902gKuzk7WYoFdxCF7xuJimE6cAMBlUyv75/fyjMCInTYVjGNYX9vWbWC7GALkb5RpS/pCGh8PaQLXJUeZtpFJ2FGrKnQVbW0h2GnL2u3Qf+a4UCyRIO7KheIuqI8Uzlxbmw3W2lpxF+NnGw5X4VwDN69gcv8kjM+j3zeEkItR0TYKSGI0fGEDoGiEYIuZOhWMXA4AaNv+dUA7p1o3fQ6bowtAO3cuFB4Om4tx5NrCYkHnwYMBWh2JBm7RCAEYQiYkT0tFzCWXAOC2zXXs3RfQ1/NVy9q1/HH8kiUeP48v2gLQf7Ze9O5LcjE+01Ymg9zH7nJhZ6eYubbC71edF9+v/ibRaBAzbSoArjASjN9Rbp22SdRpSzznzLW11tXBZqDhkZFGWLRVDhbGI4Repm3Hnj2wVnG7c2KmTYU8NVXkFfWNPMPVaGSOoIgEm53FS9upy5YQ0jsq2kYBhmEgEWyR10wYL+Jqoo80NgaayZMAcBPGjceOB+R1WJZF01tv8bcTV9zi8XM1E1yF/PbdFJFA+q7z0EH+OFB5tkK6xYLM1xAeSGbv7ETbF18C4IpQ2jlzPH6uIjsb6nFjAQDm02cC9jOE9A3LsnwHtTwjo8fBj55wZtoC4uXasmYzWh1d3YxCgbgrLhdlHU5xwoiEzYGPSBB22jo7JwnxhEKYa1tWKto6SGAIB5HJM9L5vNVQzLTVCy8Uh9kAMqFIHUa26Ug1ztZzF3Ym5Cdi8gC6QEhIpDJb7WBZFnZ73xpvqGgbJYS5pjHUaRt02lmz+WPD9u0BeY2OH39028qqGT3a4+dq3IaRBT53l0QuZ54tGAaqYcMC/nra2bP5i1KtX30Fe3todja1bd3Gr007fz4kGo1XzxfmibZu2ODXtRHf2Jqb+f9vFdm+RSMArkxbAGj76itROqsNO3bA1swN44qdPQvSuIsHmgZT7IwZgKMY3rZlS8D/mzg7nCVaLSQKRUBfi0QWyrWNbM4YBEaphCQ2FrLkZACAVcRdEV2xm0xodVzgksTFIXbWrF6eEbrkma5O20gZRma3s3hp2yn+9q+py5aQiGMwWbFyzWGMe3oLin7/JUpq2jBp1TYcqdB7fS4q2kYJ9ZjRjv8d41GOIvGv2Jkz+eO2ABVtG998kz9OvHWFV8+Vp6XyHzQ6jxyBvaPDjysj0cLe2QnTiZMAuCnF0tiYgL+mRKVC3OVcFyDb0YHWIA0q8pZbx8uSxV4/X9hp2HnokD+WRPzEXFbGH8t9zLMFAM1E10W0prffQfXvHgdrsfh8Xm8Iu9a9ifIIFKlOh5hJ3I4VS1UVjMcD223u7HCWJVK+IPGOMt+V/Uy5tpHHGYMgS04GwzCQOeJT2I6OkLpobCkvB+uYURE7bRokjlzwcORetI2MTtsvjtbgVB2XWT82NwFTqMuWkIjz8MeHUNHcieeWjYRGLoVWJcPtU/PxxPqjXp+LirZRIv3pp5H96ivI/s+/xV5KVJKnpUI1fDgAwFRSAnOFf68Um06fRvt3O7jXysjwauu1E99ta7Gg48BP/lweiRLGY8cAx5Ag9cjARyM46QTb/vTr1gftdT1lqalB+w8/AADkWVlQjx3r9Tmk8fH8BxfjyZMhP3QtmlicebYAFDm5Pp9PM3o00lb+FnAM8dOvWYPz99wTtIKAtbkZbd98CwCQpiQjZsqUoLxub7TCiIQAXpyxm838MEXKsyXeUlDRNmKxFgu/A8HZYStLdv2MCKVuW2H2qyI3R8SV+E6YEx8JnbZ2O4uXtrt32QZyaC8hRBw7Tzfgr1ePwIyCVDAMF1l69dgsnKpt8/pcVLSNEhKFArHTpkHqyF4iwaed7dqa5O+IhKa33+GPE29Z3qdMRWF3V8eePX5ZF4kuwiFkqiDk2TqpR4+CIpcrlnXs3h1yb+r1n20AHNu5dYsWgZH07Vev0jGpmu3ocCsUEnGZy4VFW987bQEg8ZZbkPnC8/wQy/bvdqDslhVBKQq0btwEODp7dVde5XNGr79oZ8/iC9mBzLV1FmUAQJZEnbbEO4rsbH74r7m0VNzFEL8SZoxLU7iirdRRvAVCaxiZRdAcIuxUDUfSuDg+BisSMm03H69FSQ1XtBmVHY9pg5J7eQYhJBwNSInFJ/srAHAFWwbAnnNNGJSm7fmJXaCiLSFBIsyTavvaf0Vba1MT9Ou57kJJbCx0V1/dp/PECHNtaRgZ6QPhtn31yJFBe12GYaBzRg6wLPSffRa01+4Ny7Ju0QjCwWneUhW4JlUbHfnVRHyW8+X8sdwPmbZOcZdfjuzXX+M/rBqPHkXp9Te4xTEEgjAawZfvV3+TJSdDPXYMAMB89ixMZ84E5HVsgsK4NJE6bYl3GIUC8qwsAFzRVoxMahIY1nrXsDG+0zZJWLStv+g5YhFevA73oi3g+jtYqqvBOnZ0hSOWZfHiNuqyJSQa/OmqoXhrVykmPrMV7SYr7nn/AP604RieWuT9zBcq2hISJMpBg/g38h1798HW2uqX8zZ/8AFYsxkAEL9sGaSxsX06jywlBYr+/QEAnUePwmYInWwuEh6cQ8gkGg2UAwYE9bV1V13l2k6+bn3IfFA2Hj7Mb5HVjBvn06AqZaGraGsqoaJtqDCXuYq2/hhEJhQzYQJy33sXsrQ0AFxOYen1N7gG/vmZ8eRJLuYEgGroUKgGDw7I6/RVXBAiEqyNrm466rQlfaHIzwMA2Ds6YK2rE3cxxG+ERVlnsVYm6LS1hVA8QqQWbWG1hvW/qa3FdThezX3+G5Glw4yCFJFXRAgJlJHZ8fjm4RlYeXkRHppXgBVT8rDlgekYnuX9znePirZnlyzF2aW9/yGEdI9hGFdEgtUKw7ff+XxOu8mE5vc/4G5IpUi86UafzsdHJNhs6PzpgI+rI9HEUlsLa00NAEA1fDgYqTSory/PyIBm4kQA3GCozp8OBvX1u9Mi7FrswwAyIeq0DU1mR1SFLDUVErXa7+dXDR6MvI8+hHIQN13a1tSEsltWoO2bb/z+WsJMaGFWdKgQ5rUHKiLB1kSdtsQ3yjzKtY1EtgZBp21KF5m2gk5csfFFW4kE8n79xF2MH8gzwz/X9sIu21/Noi5bQiJdnEqOxaMzcdf0AbhkYDLiVPI+ncejom3i8uVIvLn3P4SQnsXOms0ft23f5vP5Wjdu5K/sx827zOer6RSRQPpKrGgEoXhBUVQYSSAWu8mE1k2fAwAYtRraefN9Op88OxsSjQYAN9CQiM9maOd/Bsv9lGfbFXm/fsh9711oxo8HALCdnai45140f/yx316DtVqh3+CIFpHLEbdwgd/O7S/yzEyohg4FABiPH/f7UE+AOm2J79yGkVGubcQQZtY6O2zdMm1DqdO2gstRlPVL47PRw5lC8PkmXIu235yox5FKPQBgSHocZhelirwiQkggnaptw4IXd2DT4WoAwI2v7sbcF77F2XqD1+fyqGgbv2SxR3+8YW1uxunZc9zecBtPnsS5a5bhxISJqP3bs27bW5s/+h9OTpuG4mHDUXbTzbCE8dYIEr00Y8dA4hgG1/7dDj7WoC9YlkXTW2/xtxNXrPBxdYBGULRt37PX5/OR6GEUbNdWjwzeEDIh7dy5fFGz9YsvYDcaRVmHk+Hrr2F3xKBo586BNDbGp/MxEgmUju3qlspK2Nq8nz5K/MtSIRhClh3YCd3SuDhkv/4atJc7iv82G2qe+D3q//V/fokDad+1CzZHp5h2xnTIEhJ8PmcgaC+7jD9u2+r/blu3TtsEKtoS7yny8vhj6rSNHNaGLjJt3QaRhUanrc1ggE3PFQcVGeEfjQAAsgxBp20YDiNjWRb/EHbZUpYtIRHvsbVHMDE/CdMGc78n1t4zBbOL0vC7tUe9PpcombbW5macv+sutytldrMZFXf/EqqhQ5H/yccwnTkN/RquU6pj/37Uv/giMv/6VwzcugUsWNT97Vkxlk6ITxiZDLHTLwUA2NvbfSqMtn+/C6ZTpwEA6jFjoB7he6FMlpQE5aCBAADjsWOwGby/EkSiU+dBQaetH74X+0Ki0UA7bx4AwG4woG2b793svtCvXccfx/tpq7lbri1FJIjOXC7Isw1gp62TRKFA5vPPI/EW1+6mhn/9CzW//z1Yq9Wnc7e4Dcxb7NO5AkkrzLUNQEQCddoSXwk7bU1UtI0YwqKsNJnLIpUlun5G2EKkaGupdBU1nbM0wp2w09Ychp22351qwKHzLQCAwn5aXDYkTdwFEUIC7nhVK+6a3p+PRNAoZFgxJQ9HHR333vC4aGs3mdB56BA69u3zeUBR5QMPQLdgodt97d99B5vBgLTfPgpFTg5Sf/MbtHz6KQDAXFqG9D/9ETFTpkDerx/ilyyFsbjYpzUQIhatICLB4ENEgnuX7S2+LMmNZrwr17Zj3z6/nZdELtZqRadjeJE8IwOyFPEGK+jcIhLWibYOa309DDt3AgBk6el83q6vVIWF/LGRhpGJziIo2soD3GnrxEgkSFu5EqmPPsrf1/LxJ6i49z7YOzr6dE6bXg/Dtu0AAGliImIvvdQvaw0EZf98KAZygw47f/rJ7zuvrMJO2yTKtCXek6Wm8Ls+zOdK+fttdhZbjtfifFPf/p0ScbkNInNk2TJyOaTx8dzXQyQewVJZwR9HwhAywP3vEW7xCCzL4p9bT/K3fzV7ECQS6rIlJNIV9NPi4/0Vbvet/akSg9K8HxrvUdG28+gxnLlsHspvvwPn77kXp2fPhuG7vg9RSn/qKSQuv9ntPmPJCahHjuCHeCgLCmA6cwYAEH/1UrfhE+bSc1Dk5nZ7fpPJhNbWVv5PG20hJSEkZupUPl+qbfvXfdrWajx5Eu2OgpA8Kwva2bN7eYbnhMWlDopIIB4wnT4NtrMTAKASKRrBSTNuHP/mvn3XLlhqxYnS0W/YCNhsAADdVVf5bTCbskDYaUu5tmIzlwviEXKDU7R1Srp1BTKefw5w/D4xfPMNylbcCmtTUy/PvFjrF1/ycT1xCxeEfAYi323LsjBs3+7Xc9uamrkDiQRSnfcTfglhGIbvtrVUVsLu+Lf1x8+O4efv7MM1L++CweRbZzwJPmd8jCQ2FhKVir9f6ijgWhsa/BJV4yuLIHowUoq2krg4SGK5Qoewkzgc7DrTiAPlLQCAQamxmD80/AfDEUJ69+SiYXjz+1LMeeFb3PrmHsx94Vu88f05PL14uNfn8qhoW/v004i/dhkK9u1Fwe4fkfboo6j+3eNev5iTooutGnaDwe1+hmHASCR8Jo+TraUFzR/9DwnX/azb869atQo6nY7/M2TIkD6vlRB/k8bGQDN5EgDAWlMD4/HjXp+j6Z13+OPE5cv9VhACAM24sfyx8aj3mSsk+rhFI4g0hMyJkUigW7SIu2G3o9U5WCmIWJZ1G4TGr8cPVIMHA44cNOq0FZ/5vCAeITvw8QgX0i1YgJxXX+E/zBoPH0bp9de7xTZ4Qvj96q8oj0CKC2BEgnOwnDQhwa+/W0l04SMS7HZYystxtt6A93aXAQBqW03YerxWxNWRvnDGIwhzbLnb3O4i1miEvV38LmphJ6o8KzKKtgzDQO7ItbVUV4O120VekWe4LltXlu191GVLSNQYlqnD1w9Nx32zBmJi/yTcO2sgtj84HUMy4rw+l0dFW2NxMeKvWcbf1i1ZDFtLi1+3gTAyKRi5wv0+pfKiQTI1Tz4F9ehRPW7dW7lyJfR6Pf/neB+KYoQEkltEwjbvuoSsDQ1o/WwDAECi1UK3dKlf1yZLSoIslZtoaiwpCYmuARLaOoVDyEaIW7QFAN1iV5G0Ze26oH8PG48fh+kU9yZdPWoUlP3ze3mG5yQxMZA7slNNp06BdXTzEnFYHJ22krg4fotssMVMmoTc997lf25byspRev0N6Dzi2UU309lz6DzEXXhRFhRAWVQUsLX6i7KoyNVRv2cPbC0tfjkvy7J8p7Iwq5IQbwmHkZnOncM/tp6CXfCraOPh8OoWjHb2zk7Y27l4wIuKtoIYFZsgQkEsZkE8giJCOm0BQdewxQJrvfj/nT3x49km7CnlfqcMSInBguHpIq+IEBJMWpUci0Zl4q7pA7BoVCa0qr7tZPOoaMtaLJDEuKZeMwwDRqPht9L5g0Sng7XZfUufvb3dbYtey9p1aN+zBxl//nOP51IqlYiLi+P/aLVav62TEH+InTmTP27zcmtn8/sf8P/2En52rc8T6buiLOJyM+2trWG3DYkEX+dhR6etTAbVEPELPoqcHKgdHePmM2eC3jGuX7eePw7EQCdVAffvkzUaYS7zrqOS+A9rNsNSXQ1AnC5bIVVBAfI+/ACKAVzWq62xEWW33ALDjh29Ple/3v37NRwmWjMMA+1ll3E3rFa0ffONX87LdnSAdTQLUJ4t8YUiP48/Pn6iAhsuKNJ+e7Ie+g5LkFdF+krYqCRNubDTNrnLx4mFf98ulUKWFjkDr8Ix1/bFbYIu21mDIKUuW0JIH3g2iIxlUXbjjTi7dCn/x24w4PwvfuF2ny/Uw4e7bbE1V1SANZv5PLHOI0dR+/TTyHz++YuucBISbuRpqVAN5/JMTCUlMFd49ubDbjSi+YMPuBsyGRJuuikg61MJOq2MxdSpTrpna2uD+cxZANyQLGHOm5iEW7yDOZCMNZvRunEjAIBRKBB3xeV+fw1lwWD+mHJtxWOurAQcWzSDnWfbFXlGBvLee5e/YMF2dOD8XXejZc3abp/D2myuoq1UCt2VC7t9bKjRBiAiQZgHTJ22xBfKfNcOi5crpHBu+EjVKgEAFhuLr47XiLE00gfCzk5nHIKTM9OWe1xD0NbUHWdBU96vHxiZTOTV+E+4FW33nGvCD2e5In5+cgwWjqAuW0JI33j0kzz9mWcAmxXWhkYwSqVrSmZDPWCzQ5qUCEbm29AKzbhxsBsMaPl0DeKvXorG1asRM3kyGKkU1sZGnP/l3Ui643aohw3lt6cIu38JCTfa2bNgPHIEAGD4+msk3tx7AVb/2WewNXNDUuLmz4e8X2DC7FWFrqKtqbgEEHw4JkTIeOQInJ9G1SPEHUImpJ0/HzVP/xms0Qj9pk1I/e2jkCgUvT/RR4bvvuP/jWrnzIY0zvvcot6oCgv5Y2PJCcRd7v/CMOmd5bxrCJk8W/yiLQBI4+OR8/rrqHr4EbRt3gzYbKh+7DFYa2uQdNddF3XRduzeDWsNVziKnTYtrC6Kq0eNhDQlGbb6BrTv3Al7e7vP7wttwm46KtoSHzgHJp/SZeIbcEW9VK0S/7huFG54dTcAYOPhalw7TtwufeIZZ54t0H2mLQBYG8Ut2tpaW2FvbQXADSqOJPLMDP44HIq2wi7be2YOhEzqWa8cISR89V+5CYf+cBm0KjnyV27Chb31LAAGwNlVC7w6r0dFW9WQIaj41X2w61uRsPxmJN26AgBwdtFiWCoqINHFIWf1aq9e+EKMTIb0p59C5YMPoe7ZZwGJBLnvvA0AaN20Cbb6BtT/80XU//NF/jlFJcU+vSYhYoqdNQv1//gnAKBt+7Zei7as3Y6mtwUDyG65JWBrE25xN5ZQJx/pnlue7cjQKdpKY2OhnTsXrRs2wK7Xw/D1N4ibd1nAX7dl3Tr+OBDRCACgLHAVbU3071M05nJX0VaREzqFF4lSicy/v4DaVX9B87vvAgDq//kiLDW16PfE426dV8H4fg0URiKBds4ctHzwIVizGYYdOxA3f75P53TrtE2ioi3pO0lMDGRpafhvvut78t5ZAzG5fxIy49WobOnE96cb0GgwISlWKeJKiSdsbkVb9+gU4W2byPEIbkPIIijPFgDkGcJO2+BGt9nsLCQMPI4P2l/WhJ2nue+ZnEQNFo/K6OUZhJBI8N0jM/nc2h2PzOzl0Z7z6JJP9e+fQMKyZRi063uk/PKX/P3916/D4D27oVuwANVP/N7rFy8qKYZCMNVSO2sWBm7+Cul/WYX+mzZCOXAgACBx+XIUlRRf9IeQcKYcNIi/Ct6xdx9sjivj3WnfuRPmM2cAcJ3p6uHDArY2eVYW37FkLKZ/a6R7wlgb9Ujxh5AJCQeS6QXFqUCxNjXB8M23ALjMu5gpUwLyOvLMDEgcWe3GEycC8hqkd+byMv5YLnKm7YUYqRRpv3sMqQ8/xN/X8tFHqPjVr2Hv7AQA2AwGPlZAotMhdpb/3lwGS5yfIxLccisTKdOW+Obk4LHY24+7CJ6uVeBn47PBMAwWjuS2SdvsLL48RhEJ4UAYe3Bxp21yl48Tg3vRNrIKhWJ12m45XouRf9qMK/+10+Mc6he3neaP76UuW0KiRlaCxu24uz/e8ugniOnUaWjnzQMjufjhjFSK+J/9DMaTJ71+8a7IUlKgnTEDsoQEv5yPkFDFMAy0s2dxN6xWGL79rsfHN731Fn+c6Oh2DxRGIuGHkVmrq2F1bPcmRIhlWb7TVqrTQe7YDhoqYiZNgswRIWL47ju37Y2B0LpxE2C1AgB0V10VsCw5hmH4XFtrTQ1sLS0BeR3SM4uw0zbEvvcB7vsk6fbbkfHs3wDHUFfD9u0oX3ErrM3NaPvqK37olm7BFUGJD/E3zfjxkDhmHxi++QZ2k8mn89kaqdOW+M+bKeP447sL1FDKpACAK0e4ik8bD1UHfV3Ee24XdC4o2gqHFoo9iExYzFREWDyCND4eEg1X7AhW0fZwRQvu++AADCYrjla24tFPD4N1BlR34+D5Fnx7kstAzkpQY8mYyOp4JoQEn0dF25jJk1G76i9dFm7sHR1oeOklaEaP9vviCIl0sbNm88eGr7d3+zjjiRNo3/UDAECem4PYGTMCvTT3XFvagk26YKmogM2xnVg1YkTITZ1npFLorrqKu2GzQe8YEBYowm7e+ABvNVcVuOfakuAzOzJtGaUSspSUXh4tHt2VVyJn9cv87onOQ4dQdv0NaHr3PddjwiwawYmRy6GdyXUI2zs60P7DDz6dz9bsKtpSpy3xxQ9nGrHPzmWa92tvwOVwDbIamhGH/GTu3+OP5xpR12oUZY3Ec+6Ztu4/72WJiYDj/U+gLw73RjjYONLiERiG4f9OlqoqsI5BoIFSre/EHW/vg9Hiep0vj9Xg3d3lPT7vwixbOXXZEkJ85NFPkYw/Pw3YbDg17VKcmX85Sm+8CWU3L8fZxUtwcvIUGE+dQvqfnw70WgmJOJqxY1xdQt/tAGs2d/m4prfe5o8Tly8HI5UGfG2qIkGubTEVbcnFOg8J82xDKxrBSViM0q9bH7DXMZ44CePx4wAA1dChUA4aFLDXAgBlYQF/bDpJRdtgY+12fhCZPDury51IoSRmyhTkvvtfSFO4DjFzaSlMjugbRf/+UA0fLubyfKK9zJVV7WtEgpU6bYkfsCyLF7a4fi7fVLIZbNk5/jbDMPwkeZYFPj9C3bahztrgKLozDGSJ7rtBGZkMUscOUZvIRdtIzrQFAHkG16XOWiwBLZC3m6y4/a19qGvjdm84L7IAwFMbj6O4uutIuyMVemwvqQMAZOhUuHpMZHU7E0I8997uMr9dlPXoU4Y0Ph7Zq1/GgM83IfmXd0M7cwZiLpmC+GXXIOfNN5D/6acBm2JPSCRjZDLETr8UAGA3GNC+Z+9Fj7HU1fEdghKdDvFLlgRlbaoiQScf5dqSLnQeFubZhs4QMiFl/3y+oGwqKUH7j7sD8jqtGzfwx7og/BtVFVKnrZistbX8RTZFdo7Iq/GMqqgIeR98CEV+vtv9uiWLQ65L3hsxl0wB49gya9i2DawjoqQvbE2CLdBJ1GlL+ua7Uw3YW8rtTsxuq8WM8z/BXHrO7TFXjnRFJGw4TEXbUGdzZNVKExLAOOJmhGSOnxfWhoZet88HEl+0lcshS00VbR2BIixEByoiwWZn8esPf8JxR2E2J1GDT++eghVT8gAAZqsd975/AB3mi3/XvLjd1WV798yBUMhC+4IuISRwXt95Dseqep5Z5CmvfpIocnKgu+oqJN1xB5LvuguJN94IzZgxYf1mnxCxaYURCdu3XfT15g8+ACxc8H3CtdfyeU6Bphg4EHBkcppo8B/pQuchQdE2hDv14pddwx9XrVwZkAxY47Hj/HHcvMt6eKR/KAcOBBzdnRRfEnxmYZ5tTmgNIeuJIisTue+/B7Uj0orRaKC7alEvzwptEqWSv/hp0+vRsW9fn8/l7LRlFAo+ToIQb7Asixc2uy6k3XxqO6RgYS4tdXvc4DQtBqfFAgD2lzWjsqUzmMskXmBZlu/qlHVzMUfm2MXAms2wGwxBW5sQy7KwVFQAAOTp6UHZlRds7kXbqoC8xjOfF2NrMdctq1XJ8MaK8UiMUeC3lxdiSDoXeXKmvh1/WH/M7XnHqvTYcrwWANAvToVrx1GXLSHR7FezBuGl7afQbup7M4ETXf4hRGQxU6fyV+3btn/tdoXe3tmJlg8+5G7IZEi46cagrUuiUHCFIQCms+dgN1LmGnGxm80wHXdsr87LgzQ+XtwF9UC3ZAk048cD4AbrVT3+uN87YZwdH5KYmIuGlASCRK3mh1+ZTp/2qbuQeM9y3pVpJ88Jj05bJ1lCAnLeehMZzz6LvPffgzwt/Lux4ubO5Y99iUiwOjptpUlJ1JBA+mRrcR0OVegBAIX9tJil5I7NZeVgbTa3xy4UDCTbdDgwBSjiO3tbG7+zwlmcvZA0yXW/tV6ciAS7Xg97ezsAQJ6Z0cujw1OgO23f212G13dyXfEyCYOXbxqLgancxRWVXIp/3TAaGgVXDP94fwXW/eRaw0vbTvPHd88YwA8eJIREp9JG7ufx9Ge/waovivHPraf4P96ioi0hIpPGxkAzeRIAbhK8MxcTAPTrP+O7AnULroA8LS2oa+O3YNtsMJ3y/gcMiVymkhKwjg7wUI1GcGKkUmQ89yxfWDZs3Ybm99/32/lZux2WKu4DtzwzM2jFHmeuLWs2w3zuXC+PJv7k3mkbXkVbgOtO1V250C1mI5zFXDrddfFz69Y+Dahh7XbYmrgt7bKEhF4eTcjF7HYWzwu6bB+8rACqvDwA3M9p5+8JJ2euLQBspIiEkGVtEMSmdHNRVia439YoTtHWHOF5tkBgi7Y7TtXj94Lu2acWD8MlA93//+6fEounFw/jb/9u7RGUNrSjpKYVXx6rAQCkapX42fjw2YFDCAmMiuZO9E+JxYyCFDQazDjf3IHzzR2oaO7w+lxUtCUkBGhnzeKPDdu2A+A+QDa9LRhAdsstQV+XaohgGNlxikggLp0HXdEIqhAdQiYkT0tD+qpn+Nt1f/0bjH6KFbDW1/MF7GB+UFIVUK6tWMyCTltFNn04E5s0NgYxl1wCALDW1cF4+HAvz7iYTa8HHJ2QlGdL+uKLozUoqWkDAIzM0mFOUSoUea4M6QsvrvVPicXQDG679eEKPcocXTkktPBDyADIklO6fIws2fUzw9rY2OVjAk1YxFRkRebWfGEH8YUXQXxxuq4Nv3zvAGx2bhfWz6fl4/oJXV+QXTomC0vHcO/12s023PvBAbyw+ST/9TunD4BKTl22hES755aN7PLPs8u8/9xMRVtCQkDsTFfRtm07V7Q1fPst/wZfM3EiVEOGBH1dSrdhR1S0JS6dgqKIekToF20BQDtzJhKW3wyA63qq/M0DsHd4f7XzQm7TmoP4QcnZaQsAphOUaxtMljJH0VYi4adZE3FpL3NlSbf2ISLB1tTEH8sSE/2yJhI9bHYWL2xxXTx74LICMAzjNvjvwlxbwH0gGXXbhiZbg6tzVtZNp63wQo9Y8QiWisjvtJUmJIBRqwH4r9O20WDCrW/tRZuRi5maU5SG315e1ONznlo0DP2Tudzzo5Wt2OzIsk2OVeKGboq9hJDoUNdmxIZDVVhzoALnm3z/nAlQ0ZaQkCBPS4XKMcjJVFICc0Ulmt4SdNmuCH6XLcBNG3cyFVNRiLg4h5AxSiVUBYNFXo3nUh96CEpHB7n53DnUPP1nn8/pHPwBBDdHTlVInbZiYFkW5vNcPII8IwOMQiHyiggAxM6cATgG77Rt2eJ1brWwaEudtsRb6w9W4kw91yk7LjcBlw7iinuK/Dz+MaYuYmwWDHdFJGw4RLm2ocgqLNp2k2kr7MC1ihSPYImCeASGYfj3WZaqKp/nE5isNtz53/0438QNAhySHod/XjcKUknPMVcxShleumE0FDL3Usqdl/aHWkFdtoREq+9O1mPms9/g/74+jdd3nsNlf/8OH+873/sTe0FFW0JChHa2q9u24d//Rsfu3QC4IU+x06eLsiapVst3DhpPnLhoiAaJTtamJlgcRSvV0KF8lmQ4kCgUyHz+eTAaDQBAv2YN9Bs2+nROsT4oydLSINXpAABG6rQNGltLC+xt3BZoRQ5FI4QKWUICNBO4gYOW8+dhOuHdhQxro6DTNok6bYnnLDY7/rnNlfv/oKPLFuDewzmZz5Ve9NzsRA1G58QDAEpq2nC6ri2QSyV9IOyclXVzQcctHqEhFIq2kRmPALjeZ7Emk1sXtLdYlsWjnxzGvjIuyzwtTonXV4xDjFLm0fOHZujw+AJXc0tijAI3TqIuW0Ki2aovSvDEwiH48v5LselX0/DK8rF4auPx3p/YCyraEhIihBEJ+jVr+OPEFbeAkYj3T9XZbct2dsJcVt7Lo0k0cI9GCO0hZF1R5ucj/Q+/52/X/PGPMJf3/XtbOPxDEcSiLcMwfISJrb5BtBy9aOO8YAEA8mz6gBZKtHPn8sdtXkYkWJsEw4YSqdOWeO7T/RUoa+S2QF4yMAmTB7i+f2QJCfwQzO4GRi4c4dqhseEQRSSEGmER1qNBZA1iZdpyu34YubzbjuBIIIwk8iXX9sVtp7HuIPd8tVyK15aPR7pO7dU5bp6Ui9un5iNdp8IzS4ZDo/Cs4EsIiUyn69owu8g1OH7aoBSYrHbUtRp9Oi8VbQkJEcrBgy7Kw5TqdNAtWiTSijjKIsEW7GLfrxSR8OeMRgAA9cjwK9oCgG7RIv7flr29HZUPPAjWbO7Tudxy5II8/EPllmtLEQnBILx4RZ22oUU7ew5/3LbFu6KtjTptSR+YrDa8KOiyfWBuwUWPcebaWmtrYW+/eNjYguHpcDTmYsNh37d8E/8Sxh3IUroeRCZNSAAcDRZidNqyLAtzJVeAlGdkiNrsEWjCi+N9zbX97FAV/r6VGx7GMMDffzYKw7N0Xp+HYRg8sXAIflg5G/OH9evTWgghkcNmZy+KSFHJpbDaffu9Hrk/0QkJMwzDuEUkAED89ddBovbuqq+/qQoFubYltAWbAMZDgk7bkeExhKwr/X7/BBS5uQAA49GjqPv7P/p0HueHBolWC2lcnL+W5xFlQfTl2ppLS2FraRHv9c+7irbyHOq0DSXytFSoR40CAJhOneoyQ7Q71GlL+uKjvedRpec6aGYWpGBsbsJFj3EbRlZWdtHX++lUGJ/HXSg4W9+O4mqKSAglfBFWJuMjiS7ESKWQOgYYirHrxdbSAtYxWDXYF4+DTRhDZfagaGutr3fbTbW/rBkPfexqPnh0fiEVXAkhfsECmLJqG0b+aTP/p9Vowbx/fOd2n7eoh5+QEBI7azaa3n6HuyGXI+GGG8RdEADVEFfR1ni8WMSVkFDA2u3oPHIEACBNSYYsPb2XZ4QuSUwMMl54HmXXXQ/WYkHTm28i7orLoXYMBfQEa7PBUs1tZxVj8IdSMATOFAW5ti2fforq3z0OeUYG8td8ym87DiZTsevnoIKKtiFHO3cuOg8eBAC0bdkK5S9+7tHz3DptEy8uvBFyoU6zDS9tP83f7qrLFnDPtTWdOwfVkCEXPebKEenYc477Htx4uApDMoJ7AZB0z+bItJUlJfXYwSpLSoKtoQG2hgawLMvnGgeD+0DUyBxC5iT3otPWXFGBc4sWw97ejpy33kTT4BH4xTv7YLbaAQDXjsvCnZf2D+h6CSHR44OfTwrIeanTlpAQohk7BsrBXBEm8YYbIE9NFXlFjmFHjsKIsbiYtu1FOfO5c/wQJvWIkUH9UBII6qFDkfyr+/jb7bt+8Or51tpawGoFAMizRCjaDhwISLltOJHeaWvv6EDd8y8A4HLsfB0g1xetW7agbctWAFzR39mpTUKH9jJBrq0XEQnunbYUj0B69+6PZahvMwEA5g1N63Z7tSI/jz/uahgZAFw+PB0SikgIOazNBmsTV0zvbgiZkzPXlrVYYG9tDfjahMQaiCoGt0zbyp4zbVs++h8fSVL91Vbc/vZeNLZzUViT+yfh6cXDw/59LCEkdEzqn+TRH29R0ZaQEMLIZMh5+y3kvvcuUh99ROzlAOBiG5zdtramJljr6kVeERFTZ4REIwjFTp3KH3c3KKY7FpGGkDlJlEoo+3Nbb01nz/Y5lzccNH/4EWxNrm7IlrVreni0/1mqqlD9+BP87dRHHoFEpQrqGkjvFNnZUDoGaBqPHPF4UI2z01YSE0P/v5JetZus+M+3ZwBwmZi/mTu428cqhfEI3fyOSY5VYsoAruh3vqkThyv0flwt6StbSwtgswHgdhf1RJbs+iAe7IiEaCraSpOSwCiVAHoeRMba7dBv2AAAsDESrGxKw8laAwCgf3IM/nPTGChkVAohhIQ++klFSIiRJSRAM3ZsSA0RULrl2lJEQjRzG0I2IjyHkF1I2C1pLi316rnmEPigxOfaWiwwnT0ryhoCzd7ZicbXX3e7z3S8GMYg5WyzVisqH3oYdj1XSNHOn4/4a5cF5bWJ97RzBQPJtm7z6DnOCwLSXrrpCAGAt3aVosnRsXfliAwU9us+zkCek8MPqerpd8yVI11xQxsOeXaxgQSWcKiYs5O2O9Ik19et9cEdRuZ2AVmEXT/BxDAM/37LUlnZbVd6x549sNbUgAXw8vBF2KvmOnTjNXK8vmI84jWKYC2ZEEJ8EjpVIUJIyFIVCXJti6loG806Dzs6bSUSqIYNE3cxfiLRaCDrxw2h8KXTVqzhH6pCV45isIqYwdb80UewOTqXhINgWtYEp9u24d//RueBAwC4rZnpT/6JtlSGsLi53kUksBYLbI6CvIyiEUgv9J0WrHZ02UoY4NdzBvX4eIlCwReZzOfOdVtkmje0H2SOjIRNR6ph93HaNPGde9E2pcfHCou6tsbgFm3NUZRpC7j+jqzR6LYDR0i/bj0A4LP+U7Gx/yXc8yTA6pvGIj85JjgLJYQQP6CiLSGkV6oiwYT64sgsCpHe2Ts6YDp5EgCXpSqNjZw3vc7MQZteD2tzs8fPs1SEUKctANOJk6KsIZDsRqNbl23Wv14Co+A6ZFo3bAx4JET7j7vR8J+XuRtSKTJfeB7SOBoSFMoUAwfyw5869u/vdauy8N88ddqS3ry+8xxajVyW+dIxWRiQEtvrc5y/Y+wdHd3GTMVrFJg2iCv8VeuN2F/u+e8iEhg2Lzpt3eIRGoLdact1ZjNKJaS9rDMSyDOFubYXDyOzd3SgdfNmlGnT8Mrwq/j7fz8QmNiHPElCCBETFW0JIb1S5OeDcWT8Uadt9DIeO8Znu6lHRkY0gpMnmYNdceu0FQzHCCZhp63pRORdVGn53//46d3auXOhGT8e2jmzAQC25ma0ffttwF7b2tSEqkceARydcSm//jXUo0YF7PWIfzAMA62z29ZuR9u2niMShJ1a1GlLetLcbsYbO7nfETIJg1/P7rnL1snT3zFXjnT9HtlIEQmic+u07TXTVhCP0BC8TFuWZfn3IvLMzKjYBSLPcF0k7yrXtm3bNrAdHfgibxLsDFfuuObU15jXHNkDWwkhkYmKtoSQXjFSKZSDuSEblvJy2AwGkVdExMBHIyByhpA5ObvygO6ne3fF+UFJotNBqtX6eVWekaWk8N2BxpITETV13G4yofHV1/jbyff8EgCgW7KUv0+/Zm1AXptlWVSvfAzWujoAQMyUyUi64/aAvBbxP+1ll/HHbVu29vhYYSeuNImKtqR7q787C4OJ67K9dnw2shM1Hj1PISza9pBrO3dIGj8cadORGtgoIkFUwmxaWS9d+G6ZtkHstLU1NoI1GgFERzQC0HunrX7depglUmzPHgMAUNgs+NnJbdR4QggJS1S0JYR4RFUo3IJNV6qjUechV9FWFSFDyJzcP1B71mnLWq2w1NRwzxf5g5KqgOu2tTU1wVrf9dbbcNTyv4/5v4927hz+51DMlMl8DrHhu+8C8ndufucdGBxdvNKkJGT89a8hNSCS9Ew1bChk6dxgp/Yff4SttbXbx7p32tLWWdK1ujYj3trF/X5QyCS4b9ZAj5/rfmGw+98xWpUcMwu47NQGgwm7zwavY5NcTFh87S12QNiJaw1ipq3bjp9McXb8BJvwPdeFRVtLbR3af/gBu/sNRZuCi/G6pOEEYi3GiM39J4RENpnYCyCEhAfVEMEwsuPF0IwdK+JqiBg6Dx0CwA3uUg4YIPJq/EtYtDV5GI9gqanl4yLE7m5RFhSgfdcuANxFFXlqqqjr8Qeuy/ZV/nbyL3/JHzNSKXSLFqFx9WrAZoP+sw1Iuv02v71259FjqH3uef52xl/+AllKz0NoSGjhIhLmoPmd/wIWCwzffgvdlVd2+Vi3TluKRyDd+M83Z2C02AEAN0zIQbpO7fFz3X7H9HJhcOGIDHx1rBYAsOFwNaYMjPyM0lDlHo/Q8+8AaXw8IJUCNhtsQYxHEBYtFSINRA024Xsu8wVF29aNGwG7HVtyxvP3Xang8qFtDQ2w1NVFxHskQkjoyV+5CZ4E1JxdtcCr81LLCCHEI8JOW2MJbS+KNpaaGlhruQ+RqhEjwEilIq/Iv+Tp6fxwK0/jEdy7W0TutBXk2kZKJ0nLJ5/w0QSxs2dDVVTk9vX4JYtdj127xm+xEDZDOyoffACwWAAAibffhthpU/1ybhJccc5cWwBtm7d0+zhbo6DTluIRSBdO17Xhvd3lAACVXIJfzvTuwqUsNRUSDRel0NvvmNlFqVDLud+xXxythsVm937BxC9sjo5ZRqWCJKbn4auMRMJnYgczHsEcAgNRg02alMS/ZxO+F2NZFvp169CoisP+NO59UWa8GpMHuHZQmCLkPRIhJPTseGQmvnP8uX/OYAzPisfrK8Zj6wPT8fZtEzAmJwG/uNT7xicq2hJCPKIsKAAcW4MpEyr6CKMR1BEWjQBwnZuK3BwAgLm8HKyjg7YnlooK/lgucneLUhhfUhL+8SV2sxmNrwi7bO++6DGKvDyoHR3/5tNnYDxyxOfXNZeW4vwdd8BS5ijOjBiB1F//2ufzEnGox4zhO2cNO3bA3tnZ5eOsza6irZTiEcgFfjjTiKv/8wPMVq54esuUPKRqVV6dg2EYPiLBUlEBu9nc7WM1ChlmF3GdgC0dFnx/OngFQOLOmWkrS072aMCXM0LB2tQE1h6cYnsoXUAOFkYi4Ye/Wqqq+Yu2ppISmE6dwrbssfwAsqvHZEIjuOhrLKaiLSHRbvkbe/DxvvMAgB/PNmL2899g9JOb8dqOs26P+/xINS75y3ZM+PNWrD94cX72hbISNPyft3eV4qXrRmNmQSr6p8Ri2qAUvHDtKKz9qaLX81yIiraEEI9I1Gr+A4f51GmwPXzgIJGn8/Ah/lg9MvKKtgCgyHNsX7VYuhxscaFQypFT5ucDcjkAwHgi/D+QtHzyCd/ZHTtzJtRDh3b5uPilS1zPWdv3gWSs3Y6md97B2cVL0HnwIABAEhuLzOef47t5SPhhpFJoZ88GALBGIww7dnT5OOq0Jd35dH8Flr+xG/pOrvO+sJ8Wv5zheZatEJ9ra7e7XfTrysIRrt8pGw5V9+n1iG9Ysxm2lhYAXNHWE/ywMosFNr0+QCtzF41FW8D1d2U7Ovj/n/Tr1oMFsFkQjXDN2Gz3iDdqPCEkqq37qRLfneRmYTQaTPj52/tw1chMrPnlJVh3sBK7znAX607UtOH+Dw/ivlkD8c7tE/D3LSdxpt7zYexalQw/XpBLv6+sCUqZ97tVqWhLCPGYc3sya7HAdPZsL48mkcQY4Z22wAXDyDzItQ2lD0qMQsHnDJvPlcJuMom6Hl9c1GV7zz3dPlY7bz4YNZcr2brp8z79vc3l5Shbvhy1z6xyTeDOyUHOa69CkZ3t9flIaNFeJohI2LK1y8dYmxxvqhmGy6UkUY9lWbyw5SQe/PgQLDaui29GQQo+uXsKdGp5n87pPvCytMfHzihIQaySGz2y+XgNTNbed38Q/7IKBhRKkz3rwBcWd22Nwcm1db4XYdTqqMrkFr7vslRUgrVaod+0CcWJuajUcp3qk/onIidJA0VeHhgV1x1voqItIVGrpcOMpzcVo38KF3ez7mAVUuOU+NXsgchPjsGvZg3C//ZyHbgf7i3HpAFJuG5CDgr7xWH55DysPdB7U4/TEwuH4I8bjmH+P77DbW/txYIXd+CxtUfw2BVFvT/5AlS0JYR4TFUkyLWl7UVRg7Va0XnsGABAnpERsQOZvB1GZq50dUopQqC7RVXgyLW12WA6fVrcxfhAv2YNrDU1AIDYGTOgHtZ1ly0ASGNjEDdvHgDA3tqKtq1dF+W6wtrtaHrvPZxdtBid+/bz9yfcdBP6r1sL9ahRffsLkJASM3EiJFotAMDw9ddd7hJxdtpK4+PByGhGb7QzWW24/6ODeHHbKf6+myfl4rXl4/hCal8o8nL5495ybVVyKS4bkgYAaDNa8d1JikgINmc0AuBFp62guBuMXFvWbueLtvLMDI8iHCKFW9G2shLtu3bB1tCAzTkT+PuXjeUuvDJSKZSDBwMAzGVlsBnag7tYQkhIeHpTMeYNTcPo7AQAQHF1KyYPSOJ/do7KjseRSj3/tSmCPOyRgq95YnZRGr57ZCZ+Pq0/xucl4pYpefjmoZmYP6yf1+umoi0hxGNKt0yo4yKuhAST6dQpsI4sSPWokSKvJnCU+Xn8cW9dUABgqawCAEgTEnodUBIMkZBry5rNaHjlFf52T122TrolrogE/RrPIhLMFRUoX3Erap96mv/elmdmIuftt9Hv8d/xA4NI+GMUCsTOnAEAsBsMaN+9+6LHODvqpBSNEPWa2s246bXdWH+Q+/nOMFy3zJOLhkIm9e1jEx+PAM9+x1w5UhiRUOXTaxPvWRvq+WNZsmcXq6WC4q61IfCdttaGBv5ClNg7foLNmWkLAJaqKujXrYdRqsB3mdz71FilDJcPdxVHhMNMTSfD8z0SIeRibW1taG1t5f+Yutl1t+tMA3adbsBKQaerwWhFdoLrPX+sSoa6Vu75BpP717QqGWpbjV6tLTlWiavHZuHuGQNw7bhs9NN5l4fvREVbQojH3N7wUKdt1BAOIVNFaDQCcMEH6l66oFizmc9cDZUPSqrCAv44XHNtW9aug7WKy2+MmX4p1MOH9foczfhx/CC49l27YKnuPv+RZVk0f/ghzl61CB179vD3x19/Hfp/th4xEyd0+1wSvrRzBREJm7e4fc3e0QG2owMAIKMhZFHtbL0BS//9PfaWNgMA1HIpVt80FrdPzfdLB6MiV9Bp60HR9pKByXwUw9biWnSaKSIhmITxBp5n2grjEQLfaSuMaVJkijsQNdiE771MJ0rQtm0bdmYMR6ecK4osHJEOjcLVGe+2W/A4RSQQEimGDBkCnU7H/1m1atVFjzFabPjd2qN4eskwtx0zUikDhcxVElXKpOi0cL9rpRLJBV+TwGgR5/cwFW0JIR6TJSZClsZt1zOWlPDTWklk6zwkGEI2InI7baXx8ZAmcNtlesu0tdTWAo7J0KFStFUWuIq24dhpy5rNaFy9mr+d4kGXLcBNkdYtWew4CQv9+vVdPs5SWYnzt9+Omj/+yVWky0hHzptvIP0PfwiJbmkSGLFTp/J5hm3btoG1ud50W5ua+eNoyoMk7kob2rH0P7tQ2sj9bEjRKvHRnZNw2VDvtzF2RxoXB6ljUJUnRVuFTIL5jtfvMNuwvaTOb2shvRPGG8hSPCzapgg7bYNQtK0InWz9YBP+ffWffwHWZMIWwQCyZePci9jCxhNjCRVtCYkUx48fh16v5/+sXLnyose8tP0URmTpMKswze3+eLUcTe2u2CyDyQq5Y1cN9zVTl18LNgruIoR4RVVYCENtLextbbBUVkKRFV1X9qNR52FHp61c7jaBNxIp8vPR2dwMa10dbIZ2SGO7LuQJJ3/Ls0Ljg5IsMRGylBRY6+thPHECLMuGVb5dy/r1sFRxW4Bjpk3zauBd/OLFaPjX/wEsi5a1a5F05538351lWbR8/DHq/vo32NtdOXbx116L1EcehjQ21r9/ERJyJGo1YqdNQ9uWLbA1NaFj/37ETOC6qm1Ngm46KtpGrdd2nkVLhwUAUJCmxRu3jkdmvNrvr6PIy0NnYyOs9fU9/o5xunJkBj7axw1F2Xi4CgtGpPt9TaHmdF0bDpS3YMHwdMT4kCHsqz5l2iYJM20DH48QSgNRg02WkgxGLgdrsQAWC6o1iTicMhAA0D8lBmNyEtwerxw8GJBIALsdJuq0JSRiaLVaxMXF9fiY9Qer0NRuxvA/fgWA67zddIT7zDE21/Wz4liVno8wGJmlw4GyFvxsfI7ja629xhvkr9yEnj55sQAYAGdXLej5L3UBKtoSQryiLCqE4dtvAQDG4mIq2kY4W2srzGfOAOAGXUlUfcviCReK/Dx0HjgAADCXlUI9tOshWKH6QUlZWAhrfT3sej2sNTWQp4fHB3zWYkHjy8Iu21969Xx5ZiY0kyai44cfYSkrR+eBA9CMHQtLdTWqn/g92nfu5B8r69cP6U89hdhpU/22fhL6tJfNRdsWLhqhbctWvmhrFWyBpkzb6MSyLLYe57pYFVIJPrpzEuI1ioC8liIvF537ucGHPf2OcZrUPxFJMQo0tpuxvaQOBpPVp2Fooc5gsuLa1T+iqd2MwxUteHrxcNHWIuyUlSZ5VrR1z7QNbjyC/IL341+X1GFLcS1sNhZ2loWdheN/Xccsy8JuR5dfd+6mmz44xW8RIf7ESCSQZaTDUlYOAO5dtmOzL1qvRK2GIj8f5jNnuFkNFgsYuTyoayaEiOPjuybDanPtEH7m82KMzonHNWOzMXnVNuw81YCJ/ROx+tuzuHQQ93N8/rB0XPPyLtw6NQ/ZCRq89X0plozu+TPfjkdmBmT9kftbnxASEKqiIfyxqbgYEGQFksjTeeQIf+xN52O4ujDXtrsP1Ga3HLnQKdqqCgvQvmMHAC7CJFyKtvrPPuM/fMZccgnUo0Z5fY74pUvR8cOPAICWNWtgLi1D7apVsBsM/GN0Vy9F2m9/C6lW65d1k/ARO306IJcDFgvatmxB2mMrwTAMbIJ4BGGXHIkeRytbUeMYLjJlYFLACrbAxcPIeivayqQSXDE8Hf/9sQwmqx1bj9dicS8fGsPZpsNV/FbVrcfr8NQi8XaMuMUjJHv2s0Gq0wEyGWC1whqUTFvBrp9M12CubcW1+Pk7+2D3Q4rZjlMNUMmluGlSbu8PDjJFZiYsZeWwgcHWnHEAAAkDLB3T9b8RVWEhzGfOgLVYYDp7DqqCwcFcLiFEJOk6950zGoUMCRoFEmMUeGLhENz61h5oFDLEqWV4bhkXBTgkIw63XpKHq176HkqZBHnJMbh5cs8/B7MSAjPImIq2hBCvuAX50zAyn7BWK5edKpWCUSjAKBSQOP6XUSrBSKViLxHGw64hZOpRkZtn66TMz+ePe8q1dcuRC6Fuc2WB69+n6cQJaGcG5oqvP7EWCxoEXbbJHmbZXkg7Zw4ksbGwGwzQf7oG+k/X8F+TpaYi/aknucIdiUrSuDjETJ6E9u92wFpTA+PRo1APHw6rIB6BMm2j05biWv547pC0Hh7puwuLtp5YOIIr2gJcREIkF20/3ucqQta0GlHR3InsxMB8CO6NtaEeACDRaj3eZcRIJJAlJnIRS/WBL9o6LyBLNBpI4+MBAEcr9bj3/Z/8UrB1+tOGYyjsp8W4vND6Genc6XQoZSDqNdwW5+mDU5AW1/X/X6ohRWjdtAkAYCw+TkVbQqLU89e6PtPeNCkX0wen4HS9ARPyEt1ieR6eV4jFozJR02rExPwkt8FkwURFW0KIV+RZWXxhpH33bjSsfgUJP7uWf7NIPMNarSi9/gYYBZ2sF5FKwSiVkMjlrkIu/79ySBTcbWVhAVLvvz8g27w6fvqJP46KTltPi7bCLYkZGd0+LthUha5hZMYT4TGMTP/ZBljOc5mNMVOmQDNmdJ/OI1GrEXfFFWj53//c7tctWoS0x1ZyHVAkqmnnzkX7d1wnetvmLVAPHw5bYxP/deq0jU5bjruKtnOKAlu0VboVbcs8es74vESkxSlR22rCtyfroe+wQKeJvG3d5xrasa+s2e2+fWVNohVtbY5MWk/zbJ1kycmw1tXB2tQE1m4HIwnMh3zWboelqhoAV7xkGAZVLZ247a29/PTzBSPS8evZgyBhAIZhIGEYSBhAwjBgHP8rlbiOnV9nHP/7wpaTePP7UlhsLO569wA23je110zHYHIWbYXRCNeOy+728cpCwYXt4hJgccCWRggJI9mJmm5/1wxK02JQWt936B0834Kqlk5kxqsxMju+T+egoi0hxCuMRAL1qFFo37kTbEcH6v/+dzS8/DLily5F4i3LocjJEXuJYaH9hx96LtgCgM0GtqMDtp4fhfbvv4ciNxcJ117rt/UBgOncObTv/B4Al9Mmzw29rXH+psjO5gdV9NQF5SzaSpOSIFH7f1hNXyny8sAoFGDNZphKQr9oy1qtaFgt6LK9t29dtk7xy67hi7bSlGSk/+lJaGeFfrcxCQ7trFmo+cMfAbsdbZs3I+WB31CnbZSraO5AcXUrAG7oSHcdev4iz8kBGAZgWZjLPCvaSiQMFgzPwBvfn4PFxuKr4zU9FqbC1Sf7z190355zzVgyOvi7WewdHfzgSm+LtlJnlILNBltLS8AGHFrr6wELNzxPnpWFNqMFt721F3Vt3LTzsbkJeH7ZSKjkfd+19bsrilBS3YYfzjaiwWDCXe/ux0d3ToJSJv5OMABQDRkCg1yFXRlc9nGCRo7ZPVx4URW5hukai2kYGSEkcGr0Rvz8nX0419COtDgl6lpNyE+JwavLx3n9XkOc/l5CSFjr98c/Qjt3DvfBAwDb2Ynm997DmfmXo+JXv3brziRd06//jD+OnT4dcVdcAe3cOYi5dBo0kyZBPXo0VEOHQjloIOS5OZClp0OamAhJbGyXHbXtu37w+xobX14N2O0AgMSbbgy5IRSBwCgUfNyBubSUH8QhZDebYa3jhtbIs0Jrmyojk0E5aBAAwFxWBntnp8gr6pl+w0ZYyrkhIprJk6AZM8an86mHD0fmP/6BlPvvx4ANG6hgS9zIkpKgGTsWAPfvw3TqFHXaRrmtQeyyBQCJUsnvzujud0xXFo505ZNvOFQVkLUBgNlqx/99fRqv7Tjr8dr8wWZn8el+x8VQCdf9CQD7Spt6elrACAcUylK87bRNcZ0ngMPILBWuKAkmIxO/fO8ASmraAAC5SRq8unycTwVbgMtU/tcNo5EZz12cPni+Bb9fdyyo3xs9iZk2DT/d+TjMUu598aJRmT1uX5YlJkKWxv07N5aUhMzfgxASeR5bewTDs3TY/8QcbHtwBvY9MQdDM3T47aeHe3/yBajTlhDiNUVWJrJeegnmsjI0vf0OWtauBdvZyXcvtW3eDPWoUUi87VZoZ88OiWzWUGIzGNC2dSsAbmhF5ksvQqLwbvAJa7eDNZlwatqlsBsM6Ni7Fyzrv4Ed5rIy6DduBABIdDok3HSTX84bDhT5ebCUl8Pe0QFrXR3kae4f5K1VVYDjjX4oDSFzUhYWwHjsGGC3w3TqVMjGWrBWKxpe/g9/O6WPWbYXips/zy/nIZFJO3cuOvbuBQC0bdkCa5OjKCSXQ0ID6qKOW57t0MAXbQFuR4SlshL21lbYmps96sQcnR2PzHg1Kls6setMIxoNJiTFKv2+tlVfFOPN70sBAHlJMZgT4Ixfp52nG/hhcDMLUlDfZsKhCj1O1RnQ3G5GQkzghsN1xSrIo5UmeVm0FVz8sQmKv/7m3PHDAnhBVoAdp7g1x2vkeHPFeCT66b9ZUqwSq28ei6v/swsmqx0f7TuPYVk63BwCg8kYhsEmpAHQAwCWjeu9K1tVWAhDbS3sra2wVFZBEWIX3wkhkWFvaRO+uv9SfmeCUibFvbMGYv4/vvP6XNRpSwjpM0VuLvr9/gkM+no7Uu6/H1LBFrLOgwdR+atf48zlV6Dp3fdg7+gQcaWhpe2rzWCN3IeTuAVXeF2wBbiYColazXeN2RobYT571m9rbHh5NWDjghmSVtwCaWys384d6pR5PefamoV5tiFYtFUVCHJtS0J3WGDrpk2wlDm6bCdOhGbcOJFXRKKBdu4c/rhty1a+qCJLSIiK3QTERd9pwe6zXNE+K0GNAh8y67zRl2FkDMPw3bY2O4svj9X4fV17zjXhrV2u9Xx/JvCDtJw+3ueKRrhmbDbGCwZe7RWh29Y5hAzoQ6atoDM3oJ22jvcinwycgTV6rhNWIZXglZvHoX+Kf9+zDcvU4a9Xuy4A/+mzY6L8/yLEsiw+3ncehyq4gu3QjDgMzeg9u145xBWRYCqhiARCSGAU9tPi0/0Vbvd9ur+iT+81qGhLCPGZND4eyXfdiYHbtyH9z3+GctBA/muW8nLUPv00Ts2chboX/g6LY1t5NNOvX88f6xYt8ulcmgmu4QvO7jFfmcvLof+Mi2+QxMVFVZctcMEwsi4+UFsqhEXb4Gft9UZZIBi0EaK5tqzNhob/vMzfTr7nlyKuhkQTeXo6VI7uc1NJCZcLCS6fmkSXb07UwWrndk3MHZIWtKK9W9H2XKnHz7tyhGvopb8jEjrNNjzyySEId4sfuGAoWKDoOyzY7IipSIxRYFZhKsYJirYXDicLBmGx1etMW8HPEmtD4DptzRUV2JExAm8MW8jf9+yyEZiQH5gM3cWjM3H7VO79kdXO4u53D6BaL04EU0VzB1a8uRcPf+LaZvyz8Z7lPKsKBbm2x6loSwgJjKcXD8e7u8sw+/lvsOLNPZj9/Dd4f3c5nlk63OtzUdGWEOI3EoUC8VcvRf5nnyH71VcRM2Uy/zW7Xo/GV17B6dlzULXyMRhPnBRxpeKxVFaiY88eAFynssrHreuaCRP44449/inaNqx2ddkm3rIc0ijbMuz+gfriTltLqHfaFgo6bU+EZtG29fPP+YK4Zvx4xAi+jwkJNGG3rbNKFahhQSR0bS12XUSeG6QYAABQ5Lm2lXvaaQtwnYT5yTEAgN3nmlDniBPwh2e/OoHSRvcdUceqWmG09DYK1XefHaqE2crl5y92ZJKOz0vgv77nXPA7Om3Coq1Pmbb1PTzSNz/VGfHs2Ov52w/OHYxFowL7nmTl5YWYMoArSnODyQ4E5XvEyWZn8cbOc7js79/h25Ou/7aLRmXghgmeDUJWCTptQ3k3EiEkvBX00+Lrh2bg13MGY3L/JNw/ZzC2PzQdg6nTlhASChiGQey0qch54w3kr1vLdZM6h2dZLNCvXYtzixah/PY7YPj++6gaBKDfsJE/1i1e5HNnj6qoCJIY7kNc+949Pv+3NJ8/zw9Jk2i1SLz5Zp/OF46EnbamMCzaSnU6yNK5bbSmEydC7t8Xa7Oh4d+uLNvke+8VcTUkGmnnzLnoPmkSFW2jidlqxzclXNE2TiVz244faH2JRwC491ZXjuB+trMssOlItV/Ws+dcE97cxf2uU8okmNSf+29htbM47Nh6HkgfC7aPXjOW272SFKvEgBTuvc3RSj06zcErDALuHbJexyMkCzJtA9RpW9bYjsfiJsHiGMB1zdgs3DtrYC/P8h03mGwMP5js0PkW/PbTw2g3WQP+2idq2nD1f3bhyY3H0eH4fugXp8Kry8fhn9eNhkzqWVlDnpkJiSPyy0jxCISQADCYrGjpMEOjkKGwnxaXDk7BwNRYlDV2oLi61evzUdGWEBJQqsJCZPz1Lxi4dQuSfv5zSOLi+K+1f/89zt9+B84tXoKWtevAms0irjTwWJZ1i0aIu/Iqn8/JyGRQjxkDALDVN3j1AbArDatXA1buzXfi8uWQCv7/ihay1BRINBoAXW9dFU5slmdmXPT1UODMtbUbDLBUBm7SeF+0fvEl38GsGTcOMROpy5YElzI/H8pBg9zukyVSPEI02XOuCW2OQtOswlTIPSz4+IM8I4O/kO3t7+yFI12/czYe9r1oe2EswkOXFWCxoFvzQHlgowlO1LTxheGhGXEYkuF6z+EspFvtLH46H9yIBGE8gtTboq1bPIL/M22b28245Y090Mu59ymj2yvxzJLhQYv3SIxRYPXNY6GSc/9m1h2swqV/+xqv7TgbkK5bk9WGF7acxMKXduDg+Rb+/psm5WDzA5d63SXPSCRQFXIxUtaqalibgx+/QQiJTLWtRix/Yw9G/PErvPIdN2vmmv/swrWrf8CCF3dgwYs7cMfb+7w+LxVtCSFBIU9LQ+qDD2DQ19uR9thjkGe5skBNJ06geuVKnJ49Bw2rX4FNH/jODjEYjxxxFavGj/fbxFq3XFsfIhLMFZXQr+OKypLYWCQuj74uW4DrZnJ221oqK2G/4GKCuYrrtJWlpECi9P/0bn9QCiISTCdCZ/sfl2Ur7LK9R8TVkGimnTvX7TZ12kaXLcddg7zmBDEaAQAYqRSKHG4rt7msDKzd7vFzB6dpMTiN6xLcX9aMyhbfMkWFsQhjcuJx29R8jM11RRPsD3CerHAA2bKx7hnxwu7nfaUiFW0ZxuvoFIlOxxflrY3+7bQ1Wmz4+Tv7+P/Pclpr8Gf7cShkwf1IPyxTh+eWjYRUwhWKG9vNeHpTMS7929d4e1cpTFb/FG/3lzVhwYs78eK2U7DYuCsL/VNi8PFdk/H04uGIU8n7dF5lkWAYWYjGSBFCws8D/zuIDJ0KOx6dhYcuc30W+/L+S3H8yfm4c/oAjMqO9/q8Mj+ukRBCeiWJiUHi8puRcOMNaNuyFU1vvonOQ4cAANb6etT//e9oWL0a8UuXIn7pEr7jURQMA3lWFhip1C+nc8YOAFw0gr/EjB8PZ7JXx969SPjZtX06T+OFXba63qfwRipFXh6Mx44Bdjss5eVQDuS2HdqNRtjquQ9zoRiN4OTsIgG4zDbt7Nkirsal7auvYD5zBgCgHjsWmokTRV4RiVbay+ai4d//5m9Tp230YFmWz7OVSxlMH5zSyzP8T5GXB/OZM2DNZlirq736fXLliAw8v4WbC7DpcBV+cemAPq1hb6l7LMKzjiLcgJRYxKlkaDVa8VN5M1iWDUgXp8Vmx7qD3EVQhVRyUR6rsGi7tzS4ubbOLFppQgIYmXcflxmGgSwpCdaaGljr6nzeAeVkZ1n8ZksF9pVxW2sTjK148ofXkbhsYS/PDIyFIzJQ2C8O/9h6EpuOVINlgbo2E/7w2TGs/vYM7p01CMvGZfWpi73NaMGzX53Af38s47vAZRIGd88YgHtmDoRK7tv7crf3SMeLETNpkk/nI4QQAPipvAV/WTqCj5ABgGvHZSNWIYNKLsWNE3Nw+T92eH1eKtoSQkTBSKWImz8PcfPnoePAT2h68w20bd0GsCzYjg40v/sumt99V+xlQp6RgX5PPYnYSy7x6Tys2YzWTZsAAIxSCe28ef5YHgBANXQoGI0GbEcHOvbs6dMHLEtlJVrWrgXg6LK9Zbnf1heOLsy1dRZtLVWu7aihXLRVFgg6bUtCo4uEZVm3LtuUe34ZtO2chFxIWVAAeXY2LOe5Tj/qtI0ex6tb+Q7VSf2ToO1jt54vhMPITKWlXv0+WTjSVbTdeLi6T0XbTrMND3/sHoswIIXr4JVIGIzOScC3J+vRYDDjfFMncpL8fwH965I6NBi4nSxzhqQiIUbh9vXsRDXS4pSobTXhQFkzrDa7x7mlvmBZlr84622erZMsORnWmhrYmppwZv7lflnXa0MX4otBMwAAKqsJT/7wOtI6m6HIyur5iQE0MDUW/7phDO6tacXft5zEV8dqAQBVeiMeW3sE//n2NO6bOQhXjsyAWuFZoXV7SS1+t/YoqvWuQXsjs+Px16uHo7CffyK73IeRUa4tIcQ/RmbF4/++Po0/XDmU/5n3+MIhAIAOsxXPfXUChek0iIwQEoY0Y0Yj66WXMODLL5Bwww1g1OrenxQklqoqnL/9DlT//g+wGdr7fB7Djh2wtbQAALSzZ0PqGILgD4xcDs3o0QAAa10dLOXlXp+j4ZVX+S7bhJtviuouWwBQ5Ofxx8JcW0ulIM9WxA9KvVHk5PD/jowhsvWv88ABmE6dBgCoR42CZvJkkVdEohnDMIhbcAV/Wym4UEMi29bjdfzxZUGORnDq6zAyAMhPjsGwTK54dbhCj9IG79+bPLf54lgEoTE5goiE8sB0uX4iGEC2bGz2RV9nGAbjHN227WYbiqvbArKOC9lbW8FaLAD6XrS9MDPbVxvyp+BTR8FWwtqxcu9/MVDPdSmrBFv9xVLYLw6rbx6HjfdNxazCVP7+802deOTTwxj79Bbc98FP2HysptvohAaDCfd98BNue2sfX7BVy6V4YuEQrLl7it8KtgCgHDCAj7AwFVPRlhDiHy/8bCTO1Bsw8snNmPvCt7j25R/ws9U/4PJ/7sDoJ7egpKYNL1w7yuvzUqctISRkKHJz0e/3TyD5vnuhX7MGppMnRV2PuawcnQcPAgBa/vc/tO/cifQ/P42YPhSbnFmxgH+jEZw0Eyag/fvvAXARCYrc3F6e4WKpqkLLmjUAuPiKpFtu8fv6wo2wgCP8QG2prOSPQ3UIGcB1sisHDYLx8GFYysthM7RDGhsj6pqcndwAkHDjDdRlS0SXfNddYCRSKHJzvPqZScLblmJXnu3sInGKtkq3om2Z189fOCIDRyu5bfKbjlTjnpkDPX7u3tImvPE9F4ugEMQiCAlzbQ+UtWDJaP9epGwwmLC9hCuep2qVmDao6+LohLxEbHIMXNtb2oThWYG/oCzMoZWl9K1om3L/ryGNj4etyfdM2x1IxMsYyt9+CKcxd9JgAIOhHj0a6nHjfH4NfxmWqcMbK8bjQHkz/r7lJHac4jqWO8w2bDhUhQ2HqqBVynDZ0H5YODIdUwcmQyZhsOZAJZ7adBwtHRb+XNMGJeOZJcORnej/Lm9GoYBy4ECYiothOnsOdqMREpXK769DCIku6To1Pr5rCk7XteHgeT0aDCZYbXbEqeUoSo/DuNyEPn3+oaItISTkyBISkHT77WIvAyzLouWjj1D7t2fBdnTAUlWF8ltvQ8IN1yP1wQchifGsCGZraYHhm28AcFOIY6ZM8ftaNeNdw8ja9+xB/DXXePzchldfBRxdJQk33QRpfLy/lxd2hAUc5/A44MKibejGIwCAqqAAxsOHAQCmkyehGTNatLXYOzvR9sWXALgLA9o5c0RbCyFOEpUKKb+6T+xlkCCq1nfyxc5hmXHIiBdnZ48vnbYAsGB4Ov7yBTdkcsOhKo+Ltp1mGx755LAgFmEwH4sgNDJbB4YBWDYww8jW/VQJq51bxNIxWd3GHlyYa3thR3AgWB3RCAD3nq0v5GlpSHv0EZ/Xcuh8C/7wyg+wW7hhdXfPGIBfzl/g83kDbUxOAv57+0TsL2vCJ/sr8MXRGr4g22ay4tMDFfj0QAUSNHLkJGpwqMI1gDheI8fvFw7BktGZAb24qyos5LpsbTaYTp2CevjwgL0WISS6DEzVYmCq9zEI3aF4BEII6QbDMEi47jr0/2y928Ck5vc/wNlFi9G+Z49H52n98kt+q51uwQKvh1p4Qj1sKBhHl0DH3n1gnZ/IemGprob+k08BABKNBokrqMsW4AqLsjSuA0tYtDVXuLZzipkj5wlloSDX9kSJiCsB2rZuhb2d28Ibd8XlkIRQBAohJHpsPV7LH88RqcsW4IqBzgu/5jLvO22zEzUYnRMPACipacOpWs+iA57bfALnHHEKY3LicfvU/l0+TquSoyBN6zh/K9pNVq/X2B2WZd2jEcZ1/7u0oJ8WWiX3nmlvaZPH72184RxCBgCypL4Vbf3hfFMHbn97L4yOgu1VIzPwsGAaeTgYm5uIVUtHYM9jc/DmivFYOiYTsUrXe+DmDotbwfaqkRnY+sB0LB2TFfDdOMJYCSNFJBBCQhgVbQkhpBeKrCzkvPkG0p54nM8JtVRUoHz5Lah5+s+wd3T0+PxARyMA3FYvZyeltboaFkFxsSeNr77KF5QTbrwRsoSEXp4RPZzDyGwtLbA2c51Glsoq7osMA1l6ulhL84jbdGSRh5HpBdEIusWLxVsIISSqbSl25dnOFSnPFuAuCju7bS0VFWDNZq/PsXCEK6Jnw+HqHh7J2edBLILQGEdEgp3lOj795WhlK0pquCLzmJz4Ljt9naQSBmPzuHU0GMx8Dm8g2RpcnbZ9jUfwVUuHGbe8uYcf1DYxPxHPLhsBSQ//f4UyhUyCmYWpeOHaUdj3+BysvnksFo5Ih1rODepJ16nw+i3j8OL1o5EcqwzKmlRFrvdIphJxL2wTQkhPqGhLCCEeYCQSJN54I/qvXwf1uLH8/c3vvouzi5egY9++Lp9nLi3lc3GVgwdDKSik+ZswIqFjz95eH2+pqUHLx58AABiNBom33RqwtYUjt2Fkju2rzngEWWoqJApFF88KHcoCYaeteEVbS1UV2n/4EQAgz8mBeswY0dZCCIlebUYLfjjDFeQy49UYku6/wUZ9wUck2O1uuzg8tWB4OpzNiBsPV/XYhdpptuFhD2IRhMYKhpEdKPdfRMLH+8/zx9d0MYDsQm4RCecCMxRNyCos2vYxHsEXRosNP39nH87Wcx3RA1Ji8MrN46CUSYO+lkBQyaWYN7Qf/nXDGOx/Yg4+uWsytj84I+j50sL348bj1GlLCAldVLQlhBAvKHJykPvOO0h77DE+jsBSXo6ym5ejdtVfYO/sdHu8/rMN/LFu0aKAbvfSTJjAH3d4EN3Q+OprfJdt4o03UJftBdwGxZwrhb2jAzbHgJJQz7MFAGlsLOSOCAfjyZNg7XZR1qH/7DM4KwXxSxbTADJCiCi+PVkPi437WTSnKFX0n0W+5tr206n4gubZ+nYUV3cfkfC8IBZhdA+xCEJjBMPI/JVra7TYsP4gt2NFJZdg4cjed6xcmGsbaMJM22AXbe12Fg99fAh7S7n/3smxSrx16wToNPKgriNYNAoZxuUlQq0IfkFaqtVCns1dNDCePAnWZgv6GgghxBNUtCWEEC8xEgkSl9+M/uvWQj3aMdyJZdH09ts4t2QpOn76ibvLbod+vSMaQSJB3MKFAV2XavhwMEpuW1nH3p47bS21dWj5+GMAAKNWI/FW6rK9kDMeAeBybS1VVfxteVboF20BV64t29EBy/nzvTza/1iWRYszGoFhoFsUmHgQQgjpjTDPdu6QfiKuhKPIEw68LO3TOa4cKYxIqOryMftKm/C6MBbhmp5jEZzykjRIjOF2lPx0vgV2u+95sluLa6Hv5C4Wzx/aD3Gq3ouRI7J0UDgGlQWlaOu4OAv0fRBZX/3tqxPY6Ii6UMuleGPFOGQnaoK6hmjijJFiOzpgLisXeTWEENI1KtoSQkgfKfLykPvuf5H66KNgHFvlzaWlKLvxJtT+7Vm07/qB304fM3ky5GmpAV2PRKHgi8iWqiqYKyq7fWzja6/xGXoJN1wPWWJit4+NVm5F29JS/v9LIDw6bQFAVSBurm3nTz/B4vggpJk0EfKMjF6eQQgh/mex2bG9hMuz1SplmJAv/u88XzttAeDyYf0g6SEiwWi5OBZhYGrPsQhODMNgjGPYWUuHBWcdnbq++HifcABZ79EIALedfkSWDgBQ2tiBujajz+toMJhQ1tj134ePR5DLIdXpfH4tT/33xzK8/O0ZAICEAf51w2iMyIoP2utHI9UQ1zAyUwlFJBBCQhMVbQkhxAeMVIqkW1cgf91aqEaO4O6029H0xhs4f9dd/OMCNYDsQprx4/jj7rptLXV1aPnf/wBwXbZJt90WlLWFG3lGhqAYf84tc1ARJkVbZ6ctAJhOBH/QhnAAWfySJUF/fUIIAbgOzVajFQAwozAVCpn4H4EUuYJO2z4WbZNjlbhkINcNer6pE4cq9G5ff+4r72MRhIQRCb7m2tbojdhxqh4Alyk8uX+Sx88dLyiy7yvt+zo6zFb87csSTFm1HdOf/Qarvii+qIPY2sCtUZaYCEYSnO+TbcW1+MP6o/ztP101NOgZr9HILde2mIq2hJDQJP47FkIIiQDK/v2R9/77SH3oQTByx3Y/K/cBUaLRQDt7dlDWESPMte2maNv0+utgTSYAQMJ110GW5PkHp2jCSKVQ5OYAAMxl5bCUu+IFnFmxoU4lGEYW7E5be2cnWr/4EoDj38CcOUF9fUIIcdoiiEaYUxTYXS+eksbFQer4/dvXoi0ALBzhyoXdeMgVkbC/rG+xCEJjhMPIfMy1/fRABZz10avHZkHixVrG57nW0ZeIBJZl8fmRasx5/lv8+5szMNu4jPfV357FPe8fQKeZyzNlbTbYGrnzByvP9nBFC+59/yf+v82d0/vj5sl5QXntaKcaMoQ/NhYH/8I2IYR4goq2hBDiJ4xUiqQ77kD+2jVQDRvG36+9fD4kmuBkkqlGjOC7Q7saRmatr0fzhx9x61WpkHQ7ddn2xLl9lTWb3Yrg4RKPIM/K4r/3TCXB/UDStnUb7AYDgOD+GyCEECGWZbG1mCvayiQMZhSERtEWcP2OsdbXw2boW/zAvKH9IHMUQDcdqYbdznKxCB+7YhEenOt5LILQyKx4vtDrS6cty7L4dL8gGmGsdxc+x+Ykwjk3ztui7ek6A25+fQ9++d4BVOm5aAW5lOFjJb44WoPrXv0RdW1G2JqbAcfQzmAUbc83deC2t/ah08IVjReOSMej8wp7eRbxF1lqKqSOIbzG4uKL4kUIISQUUNGWEEL8TDlwIPI+/ABpTzyOhBtvROpDDwXttSVKJdQjRwIALBUVbsOzAKDxtQu6bIM8ZCPcKPJcubbG48e5A4kE8n7iD7HxBCORQOnotrVUVcHW2hq016ZoBEJIKDhR24bzTZ0AgIn9E6FT9z78KljchpGVlfbpHPEaBS4dnAIAqNYbsb+8Gc9vPsFn0I7Oiccd07yLRXBSK6QYkh4HADhZa+CHiHnrQHkzv55J/RO9Hq6l08hRkKYFAByvakWbsfd1tJusWPVFMS7/53fYebqBv3/aoGR8ef+leH3FeMQopACAQ+dbsOT/dqH4lOs9kzQlsO+P9B0W3PrWXjQYuPdk4/MS8NyykV51IBPfMAwDVRGXa2trbIS1vl7kFRFCyMWoaEsIIQHAyGRIvPFG9HviccgSEnp/gh9puolIsDY0oPkjR5etUkldth4QDiNzkvVLc0VghAG3XNuTJ4PympbqarT/8AMAQJ6dDfXYsUF5XUIIudBWQTTC3BDLCfXHMDLAPSLh2S9P4LWdvsUiCI0V5NoePN/Sp3O4DSAb69kAsguNz+Nybe0s8FN59+tgWRYbD1dh9vPfYvW3Z2Gxcd2TmfFqvHzTWLxz2wQMSInFzIJUfHzXFKTrVACAypZOXL/pPA6kDAIQ2E5bk9WGX/x3H07XcbtR+qfE4NXl46CSSwP2mqRryiJXZ3OwdyQRQognqGhLCCERRjN+PH/cLijaNr7+BlgjtzUw4bqfQZaSEvS1hRtFft7F92WERzSCk6pAMGgjSLm2+vWfwbkvV7dkMRiGOocIIeJwy7MdEplF27lD0vjhantKm3yORRAanRPPH+/vQ65th9mKjYerAQAxCikuH963nSrCYWTdRSScqm3Dja/txr3v/4SaVu79jkIqwX2zBmLrA9Mxf1g/t99HQzLisO6eSzAsk+smNliBJybfgc9zJ0KWHJj3SHY7i4c/Pozd57i/Q1KMAm+tmIB4jSIgr0d6pios4o+Nx2kYGSEk9FDRlhBCIox61Ei+E7RjD1e0tTY2ovmDDwBwXbaJt98u2vrCifADtVO45Nk6qYSdticC30XCsqx7NMKiRQF/TUII6UptqxGHKvQAgKL0OGQlhFa2ttKtaFvW5/NoVXLMLHAvMo7K7nssgpCw0/anPuTafnm0BgYTN5h1wYh0aBSyPq2jp2FkBpMVf950HJf/cwd2nWnk759ZkILNv7kUD15WALWi6y7WtDgV/nfnZMx1FPTtEileGr0M/9QnwG73f8bpc5tP4DPHwDiVXILXV4xHTlJofV9GE9UQQdGWOm0JISGIiraEEBJhJCoVVCNHAAAs5eWw1Nai8Q1Xl238tddCnho6g1hCmSwhAdL4eLf7wq1oqxw8GM4JLsHotO386SDMZVzxQTNpUtj99yKERA7nADIAfFEulMhzcvifz86fm3115cgM/lghk+C5ZSN8ikVwyoxXI1WrBAAcLG+BzctCpls0wri+RSMAQLpOjawENQAuHsFstYNlWaw/WIlZz32DV3ecg9WxtqwENV5dPg5vrBiPvOSYXs+tUcjw8k1jcYPClWn69nkWd7+3H51mW5/XfKH3d5fj39+cAQBIGOCl68dgVHa8385PvKfIywOj4iIyjMXHRV4NIYRcjIq2hBASgWIEubZtX32F5vcdXbYKBZLuuEOsZYWlC3Nt5VneTb0Wm0SjgSInBwBgOnUKrM1/H0C7ol+3jj/WLaYuW0KIeEI5zxbghofKM7hiq7m01Kfp9XOK0jA4LRYMAzyxcAgGpmr9skaGYfhu2zaTFafq2jx+7vmmDvxwlut8zU+Owbhc3zL+nbm2Jqsdaw5U4LpXfsSvPzyIujZumJdCJsGvZw/C1gemY+6QNK+ieaQSBve0H8W9Bz+FxM79nvzqWC2ue+UH1LUZfVo3AHxdUocn1h/lb//hyqEheSEh2jBSKZQFgwEAlrJy2AztIq+IEELcUdGWEEIikDDXtu6Fv4Pt5CZnxy9bBnkaddl646KibRh2jioLuVxb1mj0uZurJ3ajEa2ffw6AKxbHXXZZwF6LEEJ60m6y4nvHVvl+cSo+tzTUOGN47K2tsDV7Hz/gpJJL8dm9U7F75WzcPCnXT6vjjMlxFVsPlLV4/LxP9ru6bK8Zm+VzvrmzaAsAv11zhM+FBYA5RanY+pvp+M3cwX0e6GVtaMCC0h/w5I+vI9YRp3CoQo8l/7cLJ2o8L1Zf6GilHve8f4DvUv75tHzcMiWvz+cj/iXMtQ1GjBQhhHiDiraEEBKB1KNGAY5cW2csAiOXI+kXPxdxVeHpwlzbsCzaOrpIgMBOR27bug12AzcNWzt/PiQayukjhIhjx6l6mK12AMCcIakhOxDRX8PIAK5wmxqn8m1BXRgj6JD1dBiZ3c7yRVsJAywd4/vvTmGurVNOogZvrBiH127xPRvW2tgAABjXdh4f3z0ZmfFcHENlSyeu/s8ufHuyvqend6miuQO3vrUXHY6YhSuG98PKy4t6eRYJJlWRINe2mIq2hJDQQkVbQgiJQBK1Gurhw93u47psaSuetxT5ea4bUink/cLvv6HK0WkLBDbX1m0A2ZLFAXsdQgjpzWZhNMKQfiKupGeKXFdXrPlcqXgL6cGwzDgopNzHRk+Hkf14thGVLdwun6mDUpCuU/u8joGpschJ5AqzSpkED8wdjM2/uRSzCv3ze9lWzxVtZcnJKErXYe09UzAySweAG3Z221t78e6Pnu9W0XdacOube1HviG8Ym5uAF64dBYkfsoaJ/6iKBO+RKNeWEBJiqGhLCCERShiRQF22facUxCPI+/UDI+vb5GsxqQoK+GPTicAUbS01NWjftQsAIM/Ohnrs2IC8DiGE9MZqs2N7SR0AIFYpw6T+ib08QzzCC4O+dtoGilIm5eMlzja0o6nd3OtzPhZEIywb658seIZh8Nat4/GHK4dg6wPT8avZg/ochXAhu9kMm14PAJAlJQEAUrUqfPiLyZg/lCv62+wsHl93FH/edLzXgWwmqw13/ncfTtVxu0/yk2Pw6vJxflsv8R/l4MGAhCuLmKjTlhASYqhoSwghESp26iX8se6aqyHvF7qdRqFMnpMDSQw3fVo5aJDIq+kbWUYGJHHcB25jgIq2+vWfAY4hOrrFi8BI6C0GIUQc+8ua0dJhAQBMH5wCpSx0C2X+jEcIJGGubW/dtm1GC744Wg0AiFPJ/Dpwq39KLG69JB/Zif6N37E1NvLHspRk/litkOLfN47BnZf25+97dcc53P3ufhyvasWJmjacqm3D6bo2nKk34FxDO0ob2vHbT4/gx7Nc5m5SjAJv3ToeiTEKv66Z+IdErebnF5hOnQJrsYi8IkIIcQm/diFCCCEe0Ywfj7THVsJSVY2UX/9K7OWELYlCgYxnn0Xbli1IuuN2sZfTJwzDQDV4MDr27YO1pga2lhZI4+P9dn6WZd2iEXSLFvvt3IQQ4q0tgmiEOUNCe/imPCODy6C3WEK6aDs2NwGv7TwHgCuKzy7qvhC76XA1jBYuT3jRqMyw6C61NjTwx9LkZLevSSQMVl5RhLzkGDy+7ihsdhabj9e6RXB0RymT4NVbxiE3Kcbvayb+oyoshPnMGbAWC0xnz7rtUCKEEDFRGwwhhESwxOXLkfbbRyFR+54lF820s2YiY9UzUA4YIPZS+kwZwFzbzoMH+WKDZsIEKLLCb1gbISQysCyLLcVcMU0qYTCzILSLtoxUCkVODgDAXFYG1m4XeUVdEw4j23SkGrvPNnb7WLdohHH+iUYINGu9q2gru6Bo63T9hBy8det4aJWe9T0xDPDP60a7dSmT0KQaIhxGViziSgghxB112hJCCCFRQFUozLUtQcykiX47t37dev5Yt2SJ385LCCHeOl1nQFljBwBgfF4C4jWhvyVdkZfHdfmZzbBWV0OeGXoXvtLiVMhJ1KC8qQNljR342Ss/YkJeIu6dNRDTBiWDYbjhWmfqDdhfxsUnDE6LxfBMnZjL9pi1UVi0Ten2cdMGpWDDfVPxwd5ytHZawbIs7CwLlgXsLPjbDMNg/rB+mDeUoqnCgfDCtqm4GFi8WLzFEEKIABVtCSGEkCigLAhMp63daETr558DABiNBnGXzfXbuQkhxFvOLlsAmDskPApmirxc/thUWhqSRVsAeGbJcKxcexjnmzoBAHtKm7D8jT0YkaXDvTMHYk5RGj5xG0CWzRdzQ51NEI8gzLTtSl5yDFZeXtTjY0h4URUJO21pGBkhJHRQ0ZYQQgiJAspBA7npyHY7jCf894Gkbds22NvaAABx8+bxQ9sIIUQMwjzbuT3kroaSi4aRXXJJt48V09RByfj6wRn47FAV/u/r0zhT3w4AOFyhxy/+ux8FaVo0GEwAuGiKxaNDs/jcFbd4hKQkEVdCxCBLTIQsLQ3W2loYS0rAOrqlCSFEbJRpSwghhEQBiUrFFwbMp077bTqyfu06/li3ZLFfzkkIIX1R12bEwfMtAICCNC1ykjTiLshDSreibZl4C/GATCrB0jFZ2Pyb6fj3jWNQlB7Hf+1EbRsa280AgJkFqUjRKsVapteEg8i6y7Qlkc3ZbWtvbYWlskrk1RBCCIeKtoQQQkiUcObashYLTOfO+Xw+S20t2nftAgDIs7KgGTfO53MSQkhfbS+uA8tyx3OHhEeXLdBFp20YkEoYXDE8HZ//aireWDEOo3Pi3b5+bZgMIHMSFm2lVLSNSsoiQYxU8XERV0IIIS5UtCWEEEKihDDX1nTipM/n06//DHBMOtctXgxGQm8rCCHi2SrIs50TRkVbaXIyHy1jLgvtTtsLMQyDWYVpWHP3FLx/x0QsGJGOu6YPCKuiOeAq2kri4iBRhk+HMPEfVaEr19ZEubaEkBBBmbaEEEJIlHB22gKA6UQJcOXCPp+LZVno167lb+sWL/JpbYQQ4osOsxU7TnGFt1StEiMydSKvyHMMw0CRlwfjsWOwVFSANZvBKBRiL8srDMNgysBkTBkYnl2qzkFkFI0QvVRDhMPIikVcCSGEuFBLDCGEEBIllIWCrX8lJ3w6l/HwYZgdEQua8eOhyAqvrbCEkMiy81QDTFau8392URokkvAaIsRHJNjtMFdUiLqWaGNvb4e9owMAFW2jmTwzE5LYWACAsYQ6bQkhoYGKtoQQQkiUkKWmQhofDwAwnvDtA0mLsMt2yRKfzkUIIb7actwVjXBZmG3NBwBFbi5/HC65tpHC2tjIH8uSk0RcCRETI5FA5bi4ba2uhrW5WeQVEUIIFW0JIYSQqMEwDN9ta6tvcPug6g27yYTWTZ9z59RoEDfvMr+tkRBCvGWzs9heUgcA0CikmDwg/Apvivw8/th8rlS0dUQjGkJGnJRFglxb6rYlhIQAKtoSQgghUURV4Mq17ev2P8O2bbC3tQEA4i67jB+gQwghYvipvBmN7WYAwKWDUqCSS0Vekff4eARQp22wWetdRVtZcoqIKyFiUxUJc22paEsIER8VbQkhhJAoIsy1NfUx17Zl7Tr+mKIRCCFiE0YjzAnDaASA4hHEZG2o548p0za6qYoE2f80jIwQEgJkYi+AEEIIIcGjKhjMH/cl19ZSW4v2778HwA3t0Iwf57e1EUKIN6r1nVj97Vl8sKccACBhgFmFqSKvqm+kcXGQJiXB1thIRdsgswkzbVOoaBvNlAMGAHI5YLHAVEJFW0KI+KhoSwghhEQRxcCBgEwGWK0wnTjp9fP1n30G2LkJ7bpFi8BIaNMOISS4yhs78J9vz+CT/edhsbH8/VMHpSAxRiHiynyjyMtDZ2MjrPX1sBnaIY2l6JlgcI9HoKJtNGMUCigHDoSpuBims+dgNxohUanEXhYhJIrRJy1CCCEkikgUCijz8wEAprNnwZrNHj+XZVno163nb+sWL/L7+gghpDun69rwwEcHMfP5b/DBnnK+YKuWS3HH1Hy8eN0ocRfoI0WeICKhrFS8hUQZt0FkSeE3xI74l8oZI2WzwXTqlLiLIYREPeq0JYQQQqKMsrCQ+yBiscB09qzrA0ovjEeOwHzmDABAM24cFDk5gVwmIYQAAI5XteL/vj6Nz49Wg3U11kKrlOGWKXm4bWp+WHfYOl04jEw9dKh4i4kifNGWYSBLTBR3MUR0qqIi6NeuBQAYjxdDPXy4yCsihEQzKtoSQgghUUZVWIDWDRsAAMaSEo+Lti2ODzEADSAjhATewfMt+Nf2U9haXOd2f7xGjtsvycfyKXnQqeUirc7/LizakuBwFm2liYlgZPTxONq5DSOjXFtCiMjotxIhhBASZZQFrg8kppITHj3HbjKhddPnAABGrYZ23ryArI0QQnafbcS/vj6NHaca3O5PjlXiF5fm48aJuYhRRt7HGKVb0bZMvIVEEZZlYXMUbSnPlgDcbiQnU7H3A1sJIcSfIu/dDiGEEEJ6pCos4I+NJzz7QGLYvh321lYAQNxll9GAHEKIX7Esix2nGvCv7aexp7TJ7WvpOhXumj4APxufDZVcKtIKA0+ekwMwDMCyUdlpy9rtqPnDH2HYuRP9fvcYtHPmBPw17a2tYC0WAFS0JRypVgt5djYs58/DeOIEWJsNjDRyf+4QQkIbFW0JIYSQKCNLToY0ORm2hgaYSk6AZVkwDNPjc9yjERYHeIWEkGhht7PYVlKHf20/hUMVerev5SRq8MsZA7B0TBYUssifnyxRKiHPyIClshLmsjKPfjZHksbXXkfLxx8DACoffgT5n34KZf/8gL6mcAgZFW2Jk6qoCJbz58F2dsJcVh7w70NCSODpOy04W29A/+RY6DThE61ERVtCCCEkCqkKCtDe0ABbczOsdfWQp6V2+1hLbR3ad34PAJBlpEMzYUKwlkkIiVA2O4vPj1Tj/74+jZKaNrevDUyNxT0zB+DKERmQSSO/WCukyMuDpbIS9tZW2Jqbo2YwVsf+/aj/5z/522xnJyoffBB5H34AiVIZsNe11ruKttLkpIC9DgkvqqJCtG3eDAAwFh+noi0hYW7T4Wr8ds1hZOjUKG/qwHPLRmLBiHT88bNjeGtXKf+43CQNvn14JgDgRE0bHv7kEEob2nHdhBysvLxQlAupVLQlhBBCopCyoADt33OFWNOJkh6Ltq0bPgPsdgBA/OLFYCTRVUQhhPiPxWbH+oNV+PfXp3G2od3ta0PS43DfrIGYN7QfJJLo6TAVUuTm8j+bzaWlUVG0tTY3o/LBhwCbDQCXm852dsJUXIy6Z59Dv8d/F7jXduu0TQnY65Dw4pZrW1ICLFgg4moIIb5oNVrwxPqj+N+dk1GUHoeP953HM58XY8GIdByuaMGbK8ZjTG4CAEDqeO9hstpw+9t7cengFLx0/Wj88bNj+Hh/wur3sAAAhLdJREFUBa4dlx309dOnLkIIISQKuefadj+MjGVZtKxbx9/WLV4cwFURQiKVyWrDe7vLMPO5b/DQx4fcCrajsuPxxopx2PSrqbh8eHrUFmwBrtPWyXyuVLR1BAtrt6P6tythrakBAGgmTEDee++CUSgAAM3vvou2bdsC9vrWhnr+mOIRiJNqyBD+2Hi8WMSVEEJ8ZTBa8fuFQ1CUHgcAGJapQ0uHGVabHadqDZiQnwidWg6dWo5Yx5DTb07Uo81oxRMLhiA3KQYPzyvE//aeF2X91GlLCCGERCFlgbCLpPuirfHoUZhPnwEAqMeNhSInJ+BrI4REjk6zDR/sKcfq786gttXk9rVJ/RNx36xBmDIgKaqyW3uiyM/jj6NhGFnTW2/D8O23AABpYiIynn0W8rRUpP72UdQ++RQAoPqx30G1bgjk6el+f32bsNM2hYq2hCNLTYU0IQG25mYYi4ujLl+akEiSEa/G4tGZALjdPq/vPId5Q/uhpKYNdpbFFS/uQI3eiIn9k7Bq6XBkxqtRXN2K0TnxUCu4IYRF6VqcqjOIsn7qtCWEEEKikLJ/Phg5F8JvPFHS7eP0ggFk8UuWBHxdhJDI0Ga04N/fnMbUv27HkxuPuxVsZxSk4JO7JuPDX0zGJQOTqRgi4NZpG+FF286DB1H3wgv87Yy//pWP6km4/npo584BANj0elQ+/DBYq9Xva7A2NPLH1GlLnBiGgaqoCABga2qCta6+l2cQQsTQ1taG1tZW/o/JZOr2scerWjH+z1vx7cl6/OGqoThdZ0D/lFi8cO0ofHn/pZBJGKxccwQA152bnaDhn8swDKQSBvoOS8D/Theioi0hhBAShRi5HIqBAwFwW3DtXbzJsZtM0G/6nHu8Wg3tvPlBXSMhJPy0dJjx9y0ncclftuNvX55AY7uZ/9q8oWnYcO9UvHXrBIzLi/ys1r6QZ2QAjgtqkVy0ten1qHzgQcBRiE36xS8QO20q/3WGYZD+1FOQObprO/ftR8N/Xvb7OtwzbaloS1yURcIdSRSRQEgoGjJkCHQ6Hf9n1apV3T62KF2L/942EflJMfjtp4exeHQmNtw3FWNzE5CfHIOnFg/DzlP1aDNaIJUyUMjcy6VKmQSdFlug/0oXEa1oa21uxunZc2CuqOTvM548iXPXLMOJCRNR+7dnwbKs23PMZWU4MXFSsJdKCCGERCRVgSPX1maD6dTpi75u+Ppr2PV6AIB27hxIY2OCuTxCSBhpMJjwly9KcMlftuOf206h1cgV4yQMcNXIDHx1/6VYffM4DM/SibzS0MZIpXwMjbmsDKxjCGQkYVkWVb/7HSxVVQAA9ZgxSPnVfRc9Thofj8znnwOk3PbUhv/8B+179vh1LXzRVi6HREffm8RFVSTItS3ufkcSIUQ8x48fh16v5/+sXLmy28cyDIPhWTo8f+1IfHmsBvpO967ZpBgF7CxQ12ZCvFqBJsFFZwAwmKyQS4O/M0iUoq21uRnn77oLlkpXwdZuNqPi7l9CNXQo8j/5GKYzp6Ff49qSaT5/Hud/cSf/4ZEQQgghvlEKhpGZuohIaKFoBEJIL6r1nfjThmOY+tftePnbM2g3c10oMgmDZWOzsPWB6Xjx+tEo6KcVeaXhwxmRwJrNsFZXi7uYAGj+77swbOWGi0l1OmQ+/xwYWdejVjRjxiDl3nu4G3Y7qh5+BNbmZr+txVm0lSVRrjJxpxJ02hqLqdOWkFCk1WoRFxfH/1EqlRc95sezjXjmc9e/YblUAgbAP7eewvqDrprkgfJmSBggQ6fGyCwdDpS7ftecb+qA2WpHvEYR0L9PV0Qp2lY+8AB0Cxa63df+3XewGQxI++2jUOTkIPU3v0HLp5/yXz9/992Iv/baYC+VEEIIiViqQsEHkguGkVnq6tC+YycAQJaeDs3EiUFdGyEktJU3dmDlmiOY/rdv8Ob3pTBauI5QhVSCmybl4OuHZuDZZSPRPyVW5JWGH0VeLn9sirCIhM4jR1H77LP87fS/rOp1wFjSL37B/w6y1tai+rHfXbQjsy9Ymw22piYAFI1ALqbIywOjUgEAjBSPQEjY6p8cgw92l+P93eWoaunE374qwbRBKRieFYfnNp/A96cb8N3Jejy+9iiWjsmCWiHFhPxEGIxW/G/feQDA/319GlMHJkMqCf7Fva4vaQZY+lNPQZGVhdpnnuHvM5acgHrkCEjUagCAsqAApjNn+K9nv/wyAAZ1gl/y3TGZTG4BxG1tbf5bPCGEEBIhlAWCTtsS907b1g0bAce2XN3iRWAkFINPCAFO1xnw729OY/3BKtjsrsKZWi7FjRNz8PNL+yMtTiXiCsPfRcPILrlEtLX4k62tDZUPPABYuC2pibfeCu3Mmb0+j5FKkfG3v+Hc4sWwNTfD8PXXaH7vfSTedKNv62lq4n/PUdGWXIiRSqEsGAzjocOwlJXDZjBAGksXoQgJN6lxKvz7pjF4csNxPPN5MS4dnIwXrh2JpFglTtYacNe7+yGVMFg8KhOPzOc+G8mkEvzl6hH41Qc/YdXnxZAwDD78hThRraIUbRVZWRfdZzcY3O5nGAaMRAKbXg+pTgdFVpZb/m1PVq1ahT/96U9+Wy8hhBASiWQJCZClpsJaVwfjyZNgWRYMw4BlWejXCaIRFi8Wb5GEkJBQXN2Kf319Gp8fqYawyTFWKcMtU3Jx2yX5SIq9eFsi8Z7SrWhbJt5C/IhlWVQ//gQs57muJdXIEUj9zf0eP1+elor0Vc+g4q67AQD1L74I3aKrINX2PXbD2tjIH8tSqGhLLqYqLILx0GEAgPHYccRMnCDyigghfTFtUAq2PDD9ovsfnV+IR+cXdvEMYO6QNHz7yAwcrdRjdHYCEmKCH40AiDiI7EKMTApG7v4fgVEqYTcavT7XypUr3cKIjx8/7q9lEkIIIRHFmWtr1+thrakBABiPHuMHk6nHjoUiN7fb5xNCItu5hnbc8fY+XP7PHdh02FWwjdfI8cDcwfj+0Vl4eF4hFWz96KJO2wjQ8uGHaPvqKwCAJC4Omc+/AEbh3Qdg7YwZ0C1aBACwt7ai6Z13fFqTtb6BP5ZSpy3pgnrkSP6486efRFwJIUQMqVoVZhWmiVawBUKoaCvR6WBtbnK7z97eDkYu9/pcSqXSLYxY68MVWEIIISSSqQqEubZcRILebQDZ4mAviRASIvQdFvxs9Q/YWlzL35ccq8DKywux89FZ+NXsQdBpvH+vTnomTU6GJCYGAGAuC/9OW2NxMWpX/YW/nfHMn6HIyuzTuZLv+SUglQIAmt56G7bW1j6vyzmEDABkSVS0JRfTjBnNH1PRlhAihpAp2qqHD0fnwUP8bXNFBVizGVKdTsRVEUIIIZHN2WkLAKYTJ2A3m6HftAkAwKhU0M6fL9bSCCEi+9PGY6hr4+ZE9ItT4Y9XDsHOR2fhzukDEKsUJWUtKjAMw3fbWhyficKVzdCOyvt/w/8dEm6+Gdo5c/p8PkVOjqvbtq0NTW/3vdvW2lDPH1OmLemKPDcX0oQEAEDnwYNgHRnIhBASLCFTtNWMGwe7wYCWT9cAABpXr0bM5MlgHFdSCSGEEOJ/qkJhp+0JGLZ/DbteDwDQzp1LQzcIiVLbS2qx5gA3T0KrkmHdPZdgxSX5UMnpvXkw8LE0djvMFRXiLqaPWJZFzR//yHcLq4YORerDD/l83uS77wJk3EWDprffhs3xO8tbNmGnLWXaki4wDAP1aK7b1qbXw3zunMgrIoREm5Ap2jIyGdKffgo1Tz+Nk5Mmo23bdqQ+9KDYyyKEEEIimiI3F4ySy6I0lZRQNAIhBPpOC1auOcLffmLhEPTTqURcUfSJhFzblk8+QevGjQAASWwsMv/+AiRe5th2RZGdzf9+shsMaHzrrT6dR5hpS522pDsUkUAIEZOoRduikmK3PCPtrFkYuPkrpP9lFfpv2gjlwIFuj1dkZaKopDjYyySEEEIiFiOTQTloEAAuO9GwcycAQJaeDs3EiWIujRAikqc3HkdtKxeLMH1wCpaNzRJ5RdFHkZ/HH5vPlYq2jr4ynjyJ2qf/zN9Of+pJKHJy/Hb+pDtd3bbN7/wXtpYWr89hbWzkj6loS7rj7LQFgA4q2hJCgixkOm2dZCkp0M6YAZkjO4YQQgghgcXn2rIsYLMBAHSLrqKIIkKi0Ncn6vDxfm47vlYpw6qlw8EwjMirij7h3Glr7+hA5W8eAGviCv/x1/0McZdf7tfXUGRlIn7pUu712tvR+OZbXp/DOYiMUav5wW+EXEg1dCjgGI7eeYCKtoSQ4Aq5oi3pu2p9J97eVQq7nRV7KYQQQsKIanDBRffFL14c/IUQQkTVarRg5aeuWITHFxYhI14t4oqiF59pi/Ar2tY8+RTMZ84AAJQFBUhbuTIgr5N81518Ma35v/+FtbnZq+c7i7bUZUt6IlGpoB4yBABgPnfO6+8zQgjxBRVtI8RfvyzBlL9sxx8+O4b95fSLhBBCiOf4TlsH9Zgxbl1ehJDo8OeNxahpNQIApg1KxrXjskVeUfSSxsVBmpQEILyKti1r10G/bh0AgNFokPn3v0PiyE33N3lGBuKvuRoA193b9MabHj/XbjbzQzepaEt6I4xI6Dx4ULyFEEKiDhVtI8Sg1FiwjgbbdT9VirsYQgghYUVV4F601S1eJNJKCCFi+fZkPT7adx4AEKuU4S9Xj6BYBJE5L55Z6+thM7SLuxgPmMvKUPPkk/zt9D/9Ecr++QF9zeQ77wTj6LZteu89WJuaPHqerYGGkBHPuRVtKSKBEBJEVLSNEPOG9oNazmUPbjpSDbPVLvKKCCGEhAupTgd5FjdoiFEq/Z49SAgJba1GC3776WH+9mNXFCGTYhFEp8gTRCSUlYq3EA+1fLoGbGcnAEB3zdXQXXllwF9T3q8f4pctAwCwHR1ofP11j55nFRZtU6hoS3qmHj2KP+6kYWSEkCCiom2EiFHKMHdIGgCgpcOCb0/Wi7wiQggh4ST1oYegLCxEvyceh1SrFXs5hJAgWvV5Mar1XCzC1IHJuH4CxSKEgnAbRmZy5NgCQPJddwXtdZPu/AUYhQIA0Pz+B7A2Nvb6HGuD6zFS6rQlvZCnpvIXtzuPHAFrsYi8IkJItKCibQRZPDqDP153kCISCCGEeC5u/jz0X7cW8ddcI/ZSCCFB9N3Jenywh4tFiFFIsWrpcIpFCBHhVrR1rpFRKCBPTw/a68rT0hB/7bUAALazE42v9d5ta21wNbjIkqhoS3rnjEhgTSYYi4tFXg0hJFpQ0TaCTBuUgsQY7irz1uO1aDPSFUBCCCGEENK1NqMFK9cc4W+vvKII2YkaEVdEhJRuRdsy8RbiAdZqhbm8HACgyM0FI5UG9fWTfv5zMI6BZ80ffABrfc+7DikegXhLM0aQa0sRCYSQIKGibQSRSyVYMJy7qm2y2vHVsVqRV0QIIYQQQkLVqi9KUNnCZZBOGZCEGybkiLwiIiTPyQEcXc+h3mlrqawEHFvGFfmBHT7WFXlaKhKu+xkAgDUae+22pUFkxFvCYWQdPx0UbyGEkKhCRdsII4xIWE8RCYQQQgghpAs7TzXg/d1cZ6RGIcVfrx4BiYRiEUKJRKmEPIN7b28uKwPLsiKvqHumc+f4Y2GsQzAl3XEHGJUKAND84Yew1NV1+1hrPRVtiXeUgwZBEhMDAOg8cCCk/z0SQiIHFW0jzJicBGQnctN+vz/dgLpWo8grIoQQQgghocRgsuLRTw/zt1deXkixCCFKkZsLALC3tsLW3Czyaron7AQWo9MWAGQpKUi47joAXO5o46uvdftYYTwCDSIjnmCkUqhHjgQAWOvqYK2qEnlFhJBoQEXbCMMwDBaPygQA2Fngs0P0y4QQQgghhLj85YtiPhZhUv9E3DgxV+QVke6EyzAy87lS/liZnyfaOpLuuJ3vtm356CNYaruOi3MWbSU6HSQKRdDWR8KbW0TCAcq1JYQEHhVtI9AiR9EWANYfpKItIYQQQgjh7DrdgHd/5GIR1HIp/nb1SIpFCGFuRVtBYTTUmEMgHgHgog4SbrgBAMCazWh85dUuH2dtbOQen5QUtLWR8KemYWSEkCCjom0EGpgai2GZcQCAI5V6nKk3iLwiQgghhBAitnaTFY8IYhF+e3khcpIoFiGUKQRdq6HdacsVbaUJCZDGx4u6lqQ7bgej4b6vW/73P1hqaty+bm9vB9vRAYDybIl31CNH8sMBOw5S0ZYQEnhUtI1Qi4Xdtj/RQDJCCCGEkGj3ty9LUNHMxSJMyE/EzZMoFiHUhUM8gs3QDmt9PQDx8myFZImJSLzR0W1rsaDxlVfcvi7Ms6WiLfGGNDYWysGDAQCmkhOwGdpFXhEhJNJR0TZCXTkyw3kREOsOVtF0S0IIIYSQKPbj2Ua8/UMZAEAll+DZa0ZQLEIYkGdkAHI5gNAt2roPIcsTbR1CibfdBomj27b5409gEQyNcivaplDRlniHj0iw22E8crjnBxNCiI+oaBuh0uJUuGQA9yakvKkDB8pbxF0QIYQQQggRRYfZikc+cRUXHp1fiNykGBFXRDzFSKVQ5OQAAMxlZWDtdpFXdDFhnq0yBDptAUCWkICEm27iblgsaFjt6ra11ruKtlLqtCVe0giHkVGuLSEkwKhoG8EWjcrgj9cfpIgEQgghhJBo9LcvT6C8icvwnJCXiFsm54m7IOIVZ0QCazbDWl0t7mK6ECpDyC6UeOsKSGK4ixMta9bAUsl9HnKPR0gRZW0kfKkFRdvOA1S0JYQEFhVtI9j8Yf2glHH/F288XA2LLfSuzBNCCCGEkMDZfbYRb+0qBcDFIvyVYhHCjiLPlT1sCsGIBPd4hNDotAUc3bbLb+ZuWCxoeHk1AMDaKCzaJomxNBLG5FlZkDpiNToPHgzJ7ndCSOSgom0E06rkmFOUBgBoajdj56mGXp5BCCGEEEIiRafZhkc+dcUiPDyvEPnJFIsQbkJ9GJmp1NFpK5VCkZ0t7mIukLRiBSSxsQCAlrVrYa6ogI0GkREfMAwDzSiu29ZuMMB0+rTIKyKERDIq2kY4YUTCOopIIIQQQgiJGs9+dQJljVwswrjcBKyYkifugkifKN2KtmXiLaQLLMvya5JnZYJRKERekTupTofE5cu5G1YrGv7zH7dMWyrakr6giARCSLBQ0TbCzShIhU7NTZzdfKwW7SaryCsihBBCCCGBtre0CW/u4joglTIJ/nbNCEgpFiEshXKnrbW2FmwHd2EglPJshRJX3AKJVgsA0K9bD2NxMfcFiQTSxEQRV0bClWaMoGhLw8gIIQFERdsIp5BJsGBEOgCg02LD5uM1Iq+IEEIIIYQEUqfZhkc+OQyW5W4/dFkB+qfEirso0mfS5GR+oJa5LLQ6bYVFZGVe6OTZCknj4pB4yy3cDZsN1tpa7v7ERDBSqYgrI+FKOWQI31XecZCKtoSQwJGJvQASeItHZeL93eUAgAf/dwiPrTkKmZSBXCqBTOL4XykDmYTBhPxEPLVoGGRSqucTQgghhISj5zefwLmGdgDA6Jx43DY1NItpxDMMw0CRmwvj8eOwVFSANZtDJobAfO4cfxxKQ8gulHjLcjS98w7sra38fRSNQPpKolBANWwYOg8cgKWsHNaGBvp+IoQEBFXmosC43ARkJagBAHaW67htM1rR1G5GXZsJlS2dKGvswJn6dnyw5zy+OlYr8ooJIYQQQkhf7C9rwuvfc4U0hUyCZ68ZSbEIEYCPHrDbYa6oEHUtQqYwKdpKtVok3brC7T5ZUpI4iyERwS0i4eBB8RZCCIloVLSNAhIJg2evGYnJ/ZMwNCMOBWla9E+JQU6iBpnxaqRqlXzuLQB8f6ahh7MRQgghhJBQZLTY8PDHrliEB+cOxsBUikWIBKGaa2s+V8ofh2qmrVPCzTdDqtPxt6kzkvhCOIysg3JtA67xzbdQcd99MJ8/L/ZSCAkqikeIEpMHJGHygO6vJneYrRjxx82w2ln8eKYxiCsjhBBCCCH+8MKWkzjriEUYlR2PO6b1F3lFxF8U+Xn8sbBQKjZnAVmi0UCWmiLuYnohjY1F4q23ov4f/wAAyNLSxF0QCWtuRdsfd4u4kshnrqhE3V//CgCQJiQi/ck/ibwiQoKHOm0JAECjkGFUdjwA4GxDO2r0RnEXRAghhBBCPLa/rBmv7TgLgItFeG7ZCIpFiCCh2GlrN5thqawEwEUjMEzof78lLr8ZMZdcAkV+PnSLF4u9HBLGZImJUA0ZAgAwHjsGS1WVyCuKXKaTJ/ljYY42IdGAiraEJ+zE/eEsRSQQQgghhIQDo8WGhz85BLsjFuE3cwZjYKpW3EURv1Lk5vLHoVK0tZSVAXY7gNDOsxWSaDTIef01DPjicyj7h8eaSejSXjaXP27bulXElUQ2YaHWUl0t4koICT4q2hKeW9GWIhIIIYQQQsLC37eexNl6LhZhZJYOP59GxahII42Lg9QxOCtUirbuQ8jyxFsIISLRznUVbVs3bxZxJZHNXCoo2tbWgrXZRFwNIcFFRVvCG5OTAIWM+5bYRUVbQgghhJCQ91N5M179zhGLIJXg2WUjIZPSW/xI5IxIsNbXw2ZoF3cxAMylZfxxqA8hIyQQlAMGQNGfyw7v3H8A1gbarRoIbjneFgv9dyZRhd7REZ5KLsXYnAQAQEVzJ843dYi8IkIIIYQQ0h0uFuEwH4vw6zmDMDiNYhEilSJPEJFQVireQpxrEHTaKsMkHoEQf+O7bVkWbdu2i7uYCGW6YHcB5QeTaEJFW+LGPdeWum0JIYQQQkLV85tP4HSdAQAwPFOHOy/tL/KKSCCF2jAyYdGWOm1JtHLLtd2yRcSVRCZbWxtsF3TWWinXlkQRKtoSN5RrSwghhBAS+jYdrsarO7iimVzK4DmKRYh4oVq0lfXrB4lGI/JqCBGHasgQyDMyAADtP/4IW2uryCuKLMKLQ040jIxEE3pnR9yMzIqHWi4FwBVtWZYVeUWEEEIIIUToRE0bHv7kEH/7d1cUoaAfxSJEOqVb0bas+wcGgbW5GTa9HgB12ZLoxjCMKyLBaoXhm29EXU+k6eoClaWKirYkelDRlrhRyCQYl8fl2ta0GnGuQfwhB4QQQgghhKPvtODO/+5Dh5mbnr10dCZumZIn7qJIUMhzcgCGASB+p61wMJAiP0+0dRASCigiIXBMXXXaUqYtiSJUtCUXoVxbQgghhJDQY7ezeOCjgyht5IbFDkmPwzNLh4NxFPJIZJMolZCnpwMAzGVlou6IoyFkhLioR42CNDkZAGDYsRP2Dhro7S/CC0RO4RqP0PLJJ6i4/zcwnb24EE1Id6hoSy4yZUAyf0y5toQQQgghoeHF7aewraQOABCvkWP1zWOhcsRakejgjCKwt7bC1tws2jrMpYIhZFS0JVGOkUqhnT0bAMAajTDs2CnyiiIHf4FIJoOsXz8A4Vm0bf1qM6offwJtX36Jyl//CqzVKvaSSJigoi25yLCMOMQqZQCAH89Sri0hhBBCiNi2FdfiH1tPAQAkDPDS9aORnUjDn6JNqAwjE742ZdoSAleuLSgiwV9Yux3mMi6/W5GVBUV2NgDArtfDZgifGEdzeTmqf/c7/rbp1Gm0fLpGxBWRcEJFW3IRmVSCifmJAIAGgxmn6gwir4gQQgghJHqda2jH/R8d5G8/PK8Q0waliLcgIhq3om0X24aDxZkzySgUkGdkiLYOQkJFzMQJkMTFAQAM33wDu9ks8orCn7WmBqzRCIDr6JdnpAu+Fh7dtnaTCRX33w+7wb2mUv/ii7AZqM5CekdFW9Ilt1xbikgghBBCCBFFu8mKX7yzD21GbivlFcP74a7p/UVeFRGLcOiXWJ22rM0GS1k5t57cHDBSiugghJHLoZ05EwBgNxjQ8eOPIq8o/AmHkCny8yFLdxVtw2UYWe2qVTAdLwbAXXT7//buOzyqMm0D+H2mJpNMZtJ7oxN67xAQEBRBENtaVnd17X52wV3X3rBgWdey1nXFdUGKCNJ776GEnhBI75OZlKnn+2OSyQQCpExLcv+uK5fTzplnkDNknnnO/QbW/h2xlpSg5Mt/ebM0aiPYtKVGDe9U37TdcbbYi5UQERERdUyiKOK5RYcdZz11jQjEvNn9uPBYB+YL8QjmnByIZnNtPcyzJaqjnsyIBFdyPptAkZwEeXT9VL851/cnbXXLf0P5f38GAAhKJWI/+giRL8yFIJcDAEq/+w7mnBxvlkhtAJu21KiU6CBo/O1vJrsySmGzMdeWiIiIyJO+3JKBFUfsH0zVShm+uGuQY90B6pjkMTFA7Qd+bzVtTc7Tb8yzJXIIGDUKgr8/AEC/bj0Xm2ol5/caZVJSgygWX1+MzJiRgbyXXnJcj/r73+HXvRsU8fEIvusuAIBoMqHwg/neKpHaCDZtqVESiYDhney5trpqM9LzKrxcEREREVHHkXahHPNWn3Rc/+DW/ugUHujFisgXCFIpFAkJAABTVhZEm83jNTRYhCyZk7ZEdSR+fggcOxYAYC0rQ9X+A16uqG27+L3GOdPWnOe78Qi26mrk/N8TEKuqAACamTOhvWmW4/6wBx+AVKsFAFSsWIHqtDRvlEltBJu2dFkjnCISdmUw15aIiIjIE2rMVjy9MA3W2jOdHpvQBZNSIr1cFfmKuulW0WSCxQvTZg1zJpM8/vxEvkw9iREJrlI3aStRqyENDYU8Kspxn8WH4xHyX3sdxtOnAQDKrl0R9fcXG9wvDQpC2GOPOq4XvP0ORJFnNlPj2LSlyxrZJcxxmYuREREREXnG/HWncKY2x7ZPrAaPX9PVyxWRL1EkJTouG70QkeCcM6nkpC1RA4Gp4xyZpfq1a70yDd8e2GpqHBEIiuRkCIIASUAApBoNAN9diKx88RLoFi8GAAgqFWI/+hCS2sgMZ8G33AJFJ/uiotUHD0K/erVH66S2g01buqyuEYEIC1QAAHZnlsJi5T84RERERO60P6sM/9qSAQBQSCV47+Z+kEv5KzvV8/ZiZHXTb1Kt1nGKLxHZSQMDETByJADAUlCAmqNHvVxR22TKygJqp0+dv6iS1ebamgsKIFqtXqntcmpOnUL+q686rke/8gqUtY3ZiwlyOSKefcZxvfC992EzmdxeI7U9/A2QLksQBAyvjUgwGC04mstcWyIiIiJ3qTZZ8czCNNSt//rEpK7oHqX2blHkc5QNmrZZHn1uW2UlLIWFAJhnS3Q56smMSGity030OxYjs1phKSrycFWXZ62osOfY1tQAALS33grNDdOuuE1gaipUI4YDAMzZ2Sj74T9ur5PaHjZt6YpGdK7PtWVEAhEREZH7vLv6JDKLKwEA/eO1+MuYxid0qGPz5qStkYuQEV1V4IQJgMTeaqlYs4Z5pS1gOuecne3UtI12WozMR3JtzQWFyLrrbsdZCMqePRH5wtyrbicIAiKffx4QBABA8WefwVJa6tZaqe1h05auyHkxsh1ni71YCREREVH7tTujBN/uqP3AJ7PHIsgYi0CNkIaFQaJSAfB809Z5+o2LkBE1ThYcDNWQIQAAc9Z5GE+d9nJFbY8pswlN2zzv59oaMzKRdfvtMJ48CQCQBgcj7sP5kCiVTdrer0cPaG6aBQCwGQwo/senbquV2ib+JkhXlBwWgKggPwDAvnNlMFmYa0tERETkSpVGC55ddLguvg/PXtsdXSICvVsU+SxBEBzTtuacHIgezEF0bqRwETKiy1NPYkRCaxidvyBKrM+0lcc4T9p6t2lbfegQsv7wB0cd8rg4JP20oEG9TRH++OMQar+IK/v5ZxjPnnV5rQToqs04eL4Muiqzt0tpFjZt6YoEQXBEJFSbrUjLLvduQURERETtzDurTuB8aRUAYHBiMO4dxWYYXZkjIsFmgyk722PP6zzZ6xzTQEQNqSdNdFxm07Z5RFF0vNfIYqIh8fNz3Oc8aWvJ8148gn7TJmTdcy+s5eUA7JEIST8taNH7ojwiAqH3/dl+xWpF4bx3XVcoAQBWHM7D6Hc2YM4vRzD8rfVYcdj+d+dkvh7T/7ENfV9ejTdXHm8QZbIrowTXvL8JA15dg6+2ZnirdDZt6eqcIxKYa0tERETkOjvOFOPfO+2LSfnJ7bEIUong5arI13kr19YxaSuRQJ6Q4LHnJWpr5JGR8O/XDwBgPHkSpizPLhrYlllLS2GrsC+Crkxq+CWmrG4hMngv07b8l8XIfuRRx6JjquHDkfjDvyELD2/xPkPvvReyyEgAgGHzZlTu2OGSWgmoqDHjxWVH8b8HRmD1k2Px6oxeeHPlcRgtVvz5+73oHavB8sdG43SBHgv3278ELTEYcf/3+zC9XywWPzwKSw/leC0ulE1buiouRkZERETkevoaM55ddNhxfc6UHkgKC/BiRdRWOOfJOufMupPz9Js8Lg4ShcIjz0vUVqknO0UkrFvnxUralsvl2QKALCwMkMsBAGYPT9qKoojiz79A3l//ClitAICg66Yi/ssvIA1sXaSRxN8fEU896bhe8M48iLXPQa1jqLHg79NS0DM6CADQO1aD8ioTNp0sgr7GghevT0FiaACevbYH/rf3AgBg6aFcRAQp8fg1XZAcFoDHJ3R13OdpbNrSVcWHqBAX7A8A2H++DDVmvnkQERERtdabK08gp7waADC8UwjuHpHk3YKozfDGpK2lsBC2KnuMBxchI7o69USniIQ1jEhoKuMVmraCRAJ5VBQAzzZtRasVBa+9jqIPP3TcFnz3XYh57z2XfYEVdMMN8OvVC4B9Olu3ZIlL9tvRxWj9ceOAWACA2WrD19sycW2vKBzPq8CABC38FVIAQM9oNU4XGgAAx/MqMKJzKATBfuZT/3gtjuTovFI/m7bUJCNrp21NFhsOnC/zcjVEREREbdvmU0X4ac95AECAQop3Z/eDhLEI1ETOC914qmnrPNGrZJ4t0VUpEhOh7N4dAFCdlgZzfr6XK2obrpadXZdra6uogNVgcHs9NqMROU89jbIFCxy3RTzzNCLnzoUgcV1LTZBIEDnnecf1wo8+gq2y0mX7b4/0ej0qKiocP0aj8bKPTc+twJA31mHzqSK8NL0XDDUWxAerHPcLggCpRICuynzJfYF+MhRWXH7f7sSmLTWJc0TCLkYkEBEREbWYrtqM551iEV64vifiQ1RX2IKoIWlQEKShtUMVnmranrv89BsRNU49yTkiYb0XK2k7GnxB1MhUv/NiZObcXLfWYtXrceH+v0C/erX9BqkU0W+/hdD77nNMYbqSasgQxyJ21qJilHz9tcufoz1JSUmBRqNx/Lz11luXfWzPaDV++NMwJIcGYM4vhyGVClDIGrZElTIJqs3WS+5TyqSo9tIZ52zaUpOM6BTmuLyDTVsiIiKiFnvtt3TkV9gXMBnTNQx/GMoFnaj56ibQLEVFsBrcP43VIGcyiU1boqZokGu7lhEJTVH3XiP4+UHm1KCtI4+tX4zM4saIBHNBIbLuvAtVe/bY6/H3R/xn/4T2xhvd9pwAEPH0047c3pJvvvV4dm9bkp6eDp1O5/iZO3fuZR8rCAL6xGnw/i39sOpYPrT+CpRWmho8xmC0QC4VoPWXN7jPfrt32qds2lKTRGn80Kl2YYxDF8pRZbJ4uSIiIiKitmf98QIsql2dWK2U4Z2b+rplWofaP0WSU0RC1jm3P9+VciaJqHHKrl0dcSZVe/fCUsaowSsRzWaYLtgXfFIkJjYaP+DcyHVXQ9OYkYms22+H8eRJAIA0OBiJ33+HwLFj3fJ8zhRJSQj5wx8AAGJNTYMcXWpIrVYjKCjI8aNUKi95zK6MEry58rjjulwqgQCgS0Rgg+jPC6VVMFls0KoU6BenbXDfsVwdojR+bn0tl8OmLTXZ8NqIBItNxN5z/MeGiIiIqDnKq0yYs/iI4/qL01IQo/X3YkXUlnl6MTJTVhYAQFCpIIsId/vzEbUHgiDUT9vabDBs2ODdgnycOScHsNgHxBrLswUAeXSM0+NdH49QfegQsv7wB0f0gjw2FokLfoR/374uf67LCXv4IUg1GgCAbtmvqD5y1GPP3d50CgvAT7vPY8Hu88gtr8a81Scwpms4xncPh6HGgv/ts39J8OnGMxjdJQxSiYCJKZHYd64M204Xw2y14YvNGRjbNewqz+QebNpSk43oVJ9ru5MRCURERETN8vKvx1Ckty9kMb57OG4eHOfliqgt82TTVrTZYMm1T7QpYmM5HU7UDA1ybdcwIuFKGk70JzX6GHmM+yZt9Zs2Ieuee2EtLwcAKHv2ROJPC6D08NkFUo0GYY884rhe8M7bEEXRozW0FxFBfvjnnQPx7fZMTJ6/BTVmKz64pR9kUgnevqkvXlp2DANeXYO16QWYM7UHACAkQIEXp6Xg3u/2YPDr65BRbMCjE7p6pX6ZV56V2qThzk3bDDZtiYiIiJpq1dF8LD1kn9oJ8pPhbcYiUCspGzRts9z6XNbSUohmMwBAFnNpxiQRXZ5f796QRUXBkp+Pyh07YDUYIA0M9HZZPqnhImSNN0rlbopHKP9lMfL+/nfAal9wSjV8OOL+8YnX/l8F33Yryn78EaasLFTv2w/9unUIcvoCgJpuTNdwrH1q3CW3T0qJxObnUnE0R4cB8cEIDlA47rtzeCLGdQvHmSIDhiaFIEDpnfYpJ22pycLVSnSLtL9hHckuR0WN2csVEREREfm+EoMRf11SH4vwyoxeiAzyTjYatR/yhASgtvHv7klbc15+/fNGsWlL1ByCRAL1xIkA7Jmthk2bvVyR7zI1ITtb4u8PaXAwAMCc1/p4BFEUUfz5F8j7618dDVv11CmI//ILrzbXBYUCEc8967he+O57EE2mK2xBLRGh9sOEHpENGrZ14kNUGN89wmsNW4BNW2qmkZ3tOR42EdibWerlaoiIiIh839+XHUNJ7SrEk1IicWP/WC9XRO2BRKl0TJyZsrLceuqsOb9+mk0eHeW25yFqrxy5tgD0axmRcDkNmraXybQF6qdtLQWFEC0tXyRdtFpR8PobDRb7Cr7rLsS+/z4kikubeJ4WOGECVEOHAgDM58+jdMECL1dEnsamLTXLcObaEhERETXZb4dzseKIveEVrJLjzZl9GItALlPX1LBVVMDqxlXpLU6nIMui2LQlai7VoEGQhoQAAAxbtsBWU+PlinyTMescAEAaGgppUNBlH+eIabFaYSksbNFz2YxG5Dz1NMp+/NFxW/jTTyHyhbkQJL7RKhMEARHPP+c4q6L4n5/B4sb3evI9vvE3kdqM4Z1C6t4vsINNWyIiIqLLKtIb8eLS+hWfX53RG+FqpRcrovbGU4uRMR6BqHUEqRTqayYAAMTqalRu3+7linyP1WCAtagYwOUXIasjj45xXG5Jrq1Vr8eF+/8C/erV9hukUkS/9RbC7r/f575Y9e/VC5oZMwDYv6Ar/uwzL1dEnsSmLTWLVqVASrT9G6/j+RUoq2SmChEREdHFRFHEC0uOoKzKvgbA9X2icUO/mKtsRdQ8DZq2Tgv4uBrjEYhaT+20iJR+DSMSLuYcjXC5RcjqyGOcmra5zWvamgsKkXXnXajaswcAIPj7I/6zf0I788Zm7ceTwp98AoKfPQu/bMFPMDr9WVH7xqYtNduI2ogEUQR2Z3LaloiIiOhiSw/lYG16AQAgNECBV2f08nJF1B45T6O5c9LW4jRpy3gEopZRDR8OSe3CVvqNG7mo1EWammcL1GfaAs2btDVmZCLr9tthPHkSACANDkbi998hcOzY5hXrYfLISIT++c/2KxYLCt9737sFkcewaUvNNqIzc22JqOMQRRFpF8rxy/5sVJlavtABEXUcBRU1eGnZMcf1N2b2QWggYxHI9TwWj5Bvb9pKQ0MhUfLvMlFLSBQKBKamArCf5l65Z693C/Ixzu9hiqtO2jo3bXObtP/qtDRk/eEPMOfaHy+PjUXigh/h37dv84v1gtA//wmy8HAAgGH9elTu2u3lisgT2LSlZhuaHAKpxJ7zsjODTVsiap8qjRYs2H0e0z7ZhhmfbsfTC9Nw25e7UGlk45aoPUi7UI67vt6Np/+XhpzyapftVxRFzPnlMCpq7O8VM/rHYEpvTiaSe8hjYgC5HID7mraixeJY6EfOKVuiVlFPdopIWMuIBGfGBpO2V2naOk/a5l69aWvYth1Zf7wH1vJyAICyRw8k/rTgqjEMvkSiUiH8yScd1wvmvQPRZvNiReQJbNpSs6n95OgdqwEAnCowoEhv9HJFRESucyK/Ai8uPYphb67HC0uO4FhuheO+w9k6PLLgAMxW/oJE1FaJooh/7zyH2Z/vwNbTxfjlQDYmvr8Z/9x0BiZL64/thfuzsfFkEQAgXK3EK9MZi0DuI0ilUCQkAABMWVlu+QBvKSwEavcrY54tUasEjh7tyCbVr18P0Wr1ckW+w5HLLZVCER93xcdKQ0Mh1H5hZblKpq3NaETuM89ArKkBAKiGDUPiD/+GPCKi1TV7mubGGVD27AkAMKYfh27Zr16uiNyNTVtqkbpcWwDYxWlbImrjasxWLD6QjZs+24EpH27FD7uyYHCaqO0bp0GQnwwAsOlkEV5YfASiKHqrXCJqIYPRgsf/ewh/X3YMZmv9MVxttmLeqpOY8tEWbD9T3OL955ZX47Xl6Y7rb8/qA61K0aqaia6mLiJBNJlgacEq6ldTF40AAPKo6Cs8koiuRqJSIXDMaACAtbgY1YcOebcgHyHabI6zBRRxcY6G7OUIEglktREJV8u01a9b55iwDRg5EvH/+hJStbrVNXuDIJEg8vnnHNeL5s+HrarKixWRu7FpSy0y0jnXlk1bImrD8nTVGP/eJjz1vzTszypz3O4vl+K2IfFY/uho/ProaPzr7sFQSO3/bC7cn4356057q2QiaoGT+XpM/8c2LE+rP43yT6OScc/IJNSmPiGjqBJ3fLUbjyw4gHxdTbP2L4oinv/lMPS1X/jMHhSHa3pGuqx+ostRJCU6LhvdEJHg3BCRc9KWqNXUk5wiEtYwIgEALAUFjknYq+XZ1pFHxwAAbAYDrHr9ZR+nW7zEcTn0L3+BRNG2v0wNGD4cgRMmALCfCVHyzbderojciU1bapHBScGQS2tzbbkYGRG1YSsO5yHPqTnTLTIQr87ohd1/vQZv39QXfeLscTDDOoVi/q39IdQ2dz5efxoLdp/3RslE1Ey/7M/GjE+3IaOoEgCgVsrw+Z0D8fcbUvDy9F749dHRGJCgdTx+xeE8XPP+Jny55WyT41AW7DmPraftU7pRQX54cVqKy18HUWPcvRiZxXnSNpqTtkStFZiaCsjsZ3Dp167l2VsATM55tk1u2jrn2jY+bWvOy0Pljh32x8fGQjV0SCuq9B0Rzzzj+DtU8vXXMBcUerkichc2balFVAoZ+sdrAQCZxZXI07luAQ8iIk86eKHccfnzOwdi9RNjcfeIJAT5XXpa1vV9o/F3p0bM35Yewbr0Ak+USUQtUGO2Ys4vh/H0wjTUmO3N15ToICx/bDSm9K7/sNc7VoNfHhyJeTf1RUiAfQKn0mTFmytPYNrH27D3XOkVn+dCaRXeWHHccf3tm/pA43/lUzuJXEXZoGmb5fL9m/Pqm7YyxiMQtZo0KAgBw4cDsC+iVXMs/SpbtH8NFiFLTmrSNg2btjmNPka37FegtimumTkTgqR9tMCUnZIRfPvtAACxuhpFH33k5YrIXdrH31jyCudcW07bElFbdeh8OQB7HMLEnpEQ6kZpL+PeUcn4y9hOAACbCDz60wEcOF92xW2IyPOySiox65878N+9Fxy33TYkHosfHomksIBLHi+RCLhlSDw2PD0OdwxLcEzVnyzQ4+bPd+KZhWkoMVy6+KrNJuLZRWmoMtkXk7l9aDxSu7e9xU2o7XL3pK05n/EIRK7WICJhLSMSHIuQoeF72pXIY5yato3k2oqiiPIlix3XNTfe2NLyfFLYww9BEhQEANAtWYKadDb/2yM2banFhndm05aI2rYivRE55fYzBfrEaSCTNu2fxTlTemB6P3uOVo3Zhj9/txcZRQa31UlEzbPqaB6mfbwN6XkVAAA/uQTv39wPb9/UF35y6RW31aoUeGNmHyx9eBT6xGocty/an40J72/Ggt3nYbPVn8r6w64s7MqwT+LGav3xwnU93fCKiC5PGhYGiUoFwE3xCHWnHUskkIWHu3z/RB2ReuI1qPt2kE3bhu9dyqbGI8TEOC43tghj9YEDMGfZo8xUw4ZBERfbuiJ9jCw4GGEPPWS/IoooeGceozbaITZtqcUGJgRDIbP/FeJiZETUFqU5RSPURb40hUQi4N2b+zoWZSyrMuOP3+5Bob55CxcRkWuZrTa8/ls6HvzPAceCYJ3CA7D0kVG4aVBcs/bVL16LpY+MwqszekHtZ8+N01Wb8cKSI5j12Q4czdHhXHEl3v79hGObebP7Qt1ItAqROwmC4JhMM+fkQDSZXLp/c22mrSwiAkJthiIRtY4sNBSqQYMAAKaMDBjPnvVyRd5Vl2krCQyENCysSdvIrpJpW764fspWO2tmKyv0TcF3/AHyhAQAQNXu3TBs3OjlisjV2LSlFvOTSzEoIRgAkF1WjQulVV6uiIioeQ61sGkLAEqZFJ/fNQg9otQAgAul1Zj4/mbc9fVuvLf6JNYcy0dBBZu4RJ6Sp6vGbV/uwlfb6nPxpvWNxq+PjkaPqKAW7VMqEXD3iCSsf3ocZg6on9A5dKEc0/+xDX/41y5Um+2xCHcNT8SoLk37oEnkao7TiW02mLKzXbZfm9EIa6l9klwexWgEIldST2ZEAgDYampgzs0FYF+E7GpRZXUaZNpeNGlrq6qC/vdVAABJQADUkye7qFrfIlEoEPHM047rhfPehWg2e7EicjV+VUqtMqJzqGPKdufZEsSHqLxcERFR07WmaQsAQX5yfP+noZj1zx3IKa9GRY0FW08XO1aQB4DIICX6xmnRL06DvnFa9I3TQKtSuKB632a1icgpq0ZmSSUyiwzILK5ERnEl9DUWDOsUgim9otAvTguJpGm/mDdFWaUJn248g/yKGjwyvgt6RresUUdtz5ZTRXji50MorbRPGMqlAl6cloK7hic2+cPflUSo/TD/1v64ZXA8Xlx2FGcKDbCJQK7O/sVMQogKc6b2aPXzELXUxbm2yk6dXLJfS379ImTO+ZFE1HrqiRNR8OZbAAD9mrUIe/BBL1fkHaas847FwpqaZwsAEj8/SENCYC0tdTR961SsXgNblX2oLOi6qZD4+7usXl+jnjQJ/oMHoXrffpjOnUPZf39GyF13ersschE2balVRnYOxQe1XwruzCjBLUPivVsQEVET2WyiIx4hQq1EtMavRfuJDPLDgvuH4Z1VJ7AnsxTFhoanpRZUGLE2vQBr0wsctyWGqho0cnvHBkGlaHv/JIuiiCKDEZlFlcgsrnQ0ZjOLK3G+pAomq63R7Q5dKMcXmzMQGaTEtb2iMKVXFIYmhzQ5U7ixOhYfyMEbK487mnarjubj4fFd8Oj4Lo4oH2p/rDYRH68/jY83nK77vIdYrT8+vWNgi76IuZoRnUOx8vEx+GpbBj5efxo1ZhsEAXh3dl8EKNveMUzth/Nq684L+rSWOa++aSuLYtOWyJXkMTHw690bNUePoiY9HabsbCjimhfl0x4459k6v5c1hTw6GtbSUlgKCyGazRDk9oginVM0gmbmLFeU6bMEQUDk83Nw7uabAQDF//gHNNNvgFSjucqW1Bbwt0tqlb5xWvjLpag2W7HjbDFEUXTJRAsRkbtlFFc6Mi/7xWtb9d6VGBqAf94xCKIoIldXg8MXypGWrcPh7HIcydY5nqdOVkkVskqqsDzNPhUgEYAuEYEYlhyKZyZ3h0blW5mYFTVmZBZV4lxJJTKcGrSZxZUwXPTamqOgwoh/78zCv3dmQauSY2LPSFzbKwpjuoZddbGoOmcKDfjb0iOOhaDqWGqbeauO5mHe7H5uaeCRdxUbjHjiv4ew7Uz9ZPuEHhH44JZ+bp1mV8gkeDi1C27oG4Nlh3LQL16LYZ1Cr74hkRs5T6fVnDhx+Qc2kzm//pRjxiMQuZ560iTUHD0KANCvXYfQe+/xbkFeUJdnCzR9EbI68pgY1Bw7BthssBQWQh4bC9OFC6jauxeAPW7Bf0B/V5brk/z79EbQ9BtQ8etyWHU6FH/2OSLnPO/tssgF2LSlVlHIJBiSHIItp4pQUGFEZnElOoUHerssIqKram00QmMEQUCs1h+xWn9M7WOfSLLZRGSWVOJwdjnSLtgbucdyK2C01E+h2kTgVIEBpwoMqDRZ8MEt/V1ST3OIooizRQacKaxryBocjdmLp4evRiGTIDk0AMlhAUgOt/+3U5j9v4IgYN3xAqw+mo+tp4sd07jlVWYs2p+NRfuzoVJIkdo9HNf2isL4HhEIamRhpxqzFZ9uPIPPN5+F2Vq/Uu71faORGKLCl1syYLGJOFVgwKx/bsd9YzrhqUndmtwMJt+271wpHllwAAUVRgD2Lz6eubY7Hhzb2aWRG1cSH6LCoxO6euS5iK5G2bUrJAEBsFVWwrB+PWxVVZCoWh9b5rwiuyyaTVsiV1NPnoSi+fMB2HNtO3rTVtHspm3DXFt5bCx0S5Y6btPMnNlhhsoinnwS+tVrIBqNsBr0HKhrJ9i0pVYb0SkUW04VAbBHJLBpS0RtwaELZY7LA9w4hSmRCOgcHojO4YGYOcB+ypvZasOpAj0O107jpl3Q4WSBHlabiCUHc3D/mE4ezWPdd64Ub6w8joPny5u8jUQA4oJV9sZsWAA61TZnk8MCEKPxv2Lj7JbB8bhlcDwMRgs2nSzEqqP52HiiEJUm+4JOVSYrVh7Jx8oj+ZBLBYzqEoYpvaIwMSUSYYFKbDlVhBeXHUVWSf0CmAkhKrw6oxdSu0cAsDdvn1t0GMdyK2ATgS+3ZGDNsXy8c1NfTkW2YaIo4qutmXh71QlYbfZmfVigEp/cPgAjOvP/K3VcEj8/BF03FeULF8FWVYWK1WugnXljq/frHI8gZzwCkcspk5Oh7NoFxtNnUH3wIMyFhZBHRHi7LI8ynnNq2iYmNmtb2UWLkYk2G3RLl9pvkEigmTHDFSW2CfLoaES99BKUXbvCv09vb5dDLsKmLbWa84ekHWdLcMew5r3REhF5Q92krSAAfeI8m/kkl0rQK0aDXjEa3D40AQDw5ZazeHPlCYgiMG/VCXx771C313GuuBLvrDqB34/mX/YxEWrlRU3ZQCSHBSA+xB9KWeumVgOVMkzrG4NpfWNQUxuzs+poPtYdL3Rk05qtIjadLMKmk0WQLDmCLhGBOFVgcOxDLhXwwNjOeHRClwZTtL1iNFj6yCh8uSUDH607DZPVhnMlVbj1y124a3ginp/aA4EtyCAVRREZxZUQRbjkz4CaTldtxrML07DGKR96eKcQfHz7AESoW5ZJTdSeaGbOQvnCRQDseY4uado6xyNw0pbILdSTJsF4+gwgijBs2IDg227zdkkeI4qiI4dbFh3d7AXD5NExjsvmnFxU7d7tWJQsYPQoyCM7VgNcO2umt0sgF2PTllqtd0wQ1EoZ9EYLdp0t4Rg+Efm8GrMVJ/L0AIAu4YFQN3L6vafdPSIJ320/h1xdDTaeLMLOsyVumxwsqzThkw1n8MOucw2iBbpFBuL6PjFIDrfHGSSFBbSosdkSfnIpJvSIxIQekbBYbdh7rgyrj+Vj9bF85OlqANTHSNQZmhyCN27sja6R6kb3KZdK8Mj4Lri2VySeW3QYB2oniX/YlYUNJwrx1qw+GNstvMk1niuuxNzFR7AzowSAveEfo/FHYqgKiaEqJIQEIClUhYRQFRJDPfdn1xEczdHh4R8P4Hxp/XT1I+M748mJ3Vq8gB1Re+M/oD8UyckwZWaiau9emC5cgCK+dYsEW2onbQWFAtKQEFeUSUQXUU+ahOJ/fgYA0K9Z26GattayMtgqKgAAymYuQgZcGo9gPHvWcV07q30vQEYdAz9NUKvJpBIMTQ7B+hOFKKk04VSBAd2jGv8ATUTkC47l6mCpPbXaVxao8pNL8dTk7nhmYRoA4O1VJ7D04ZEu/RLMaLHi3zuy8MmG06ioqV9ALCxQiacnd8PNg+J8ogEmk0owonMoRnQOxUs3pOBIjg6rjuZj1bF8ZBRVIlglx9zreuLmQXFN+vPpEqHGwgdH4vsd5/Du6pOoNluRU16Nu7/Zg5sHxeFv16dccfE3i9WGb7efw/trT6LGXJ9FLIpATnk1csqrseNsySXbhQUqkBgagMQQexO3rrmbGBqAYJWcX3A2gSiK+GnPBby8/BhMtTnQGn855t/aDxN6RHq5OiLfIggCNDNnouiDDwAAuiVLEP74463apznf3rSVRUVBkHj/3wei9kjZowfkcXEwZ2ejcs8eWMvLIdVqvV2WRzTIs01qXp4tYF+IrI7x1CnUpKcDAKQaDQInTGh9gURexqYtucSIzqFYf6IQALDzbDGbtkTk05yzW/snaL1Wx8VmDojFV1szcCJfj7QL5fj9aD6u69P6DEFRFPHb4TzMW30CF0qrHbf7ySX4y5hO+Mu4zj47FSoIAvrGadE3TovnpvRATnk1QlQK+CuaF0sglQj40+hkTOwZiTmLDzuarAv3Z2PTqSK8fmNvXNvr0lN/T+RX4PlFh5GWrXPcFqv1x8DEYJwvqcS5kiroqs2NPmexwYRigwn7s8ouuS8kQIGHxnXGfWOS2by9jCqTBX9dchRLDuY4busXp8GndwxEXHDrF1giao80M2ag6MMPAZsN5UuXIuzRR1vcbLUaDLDp7WelyKMYjUDkLoIgQD1pEkq//RawWKDfuMkl8SZtQWsWIQMAaUgIBIUCosmE6oMHHbcHTZsGiULhkhqJvMk3P6FRm+N8Cu/OjBLcM6r5b7hERJ5Sl2cLAP3itF6r42JSiYDnp/TAvd/tBQC8u/okJqVEQt6K6dd950rx+orjDV6zIACzB8bh6cndEaVpW1mgsdrmZZ1dLCFUhR/vG4b/7r2AN1Ych8FoQZHeiAd+2I/r+0bjlem9EBaohNFixacbzuCfm846prIFAfjjiCQ8e213BDg1ucurTMgqqUJWaRWyiiuRVVqF8yVVOFdSiUK9sdE6SitNeGPlcezPKsO7N/f1iYgObzNZbDiRX4G0C+U4dEGHnWeLkVsbjQEAfxyRiBeu78kcYaIrkEdGIGD0KFRu2QpLbh6qdu9GwIgRLdqXJY95tkSeop5c27QFoF+7tuM0bc+dc1xWJCU1e3tBECCPjoYpK6vB7Rpmu1I7waYtuUTPqCBoVXKUV5mxK6MUNpt4xZXDiYi8KS27HIB90rSHj50ZkNo9HMOSQ7A7sxSZxZX4ee8F3Dm8+Qs8Xm6RsdFdwvDCdT2REhPkqpLbHEEQcPvQBKR2D8dflxzFhtozRVYczsOOM8V4OLUL/rfvAk4X1ufndg4PwLzZfTEo8dJMR61KAa1KgX6NRG1UmSw4X1plb+qWVCKrpAqZxZWOSd9Vx/JxulCPL+4ahC4RvvV30Z1EUcS5kqraBq39Jz23Aiar7ZLHBiikePumvrihX0wjeyKii2lnzULllq0AgPLFS1rctK2LRgAAWVTrz/ogosvz79cPsvBwWIqKULltG2yVlZAEBHi7LLcz1i5CBrRs0hYAZDENm7bKbt3gl5LS2tKIfAKbtuQSEomA4cmhWHUsH7pqM9LzKtA71rOrsRMRNUWJweiICOgTq/GJDFdngiBgztQemPnPHQCAD9edxswBsQ0mO6+krNKEjzecxn92ZV2yyNgL1/XEuG7hPB2/VrTGH1//cTCWHcrFy8uPobzKjLIqM95YedzxGJlEwMOpnfHIhC4tmvBUKWToERWEHlENm+TrjxfgiZ8PQV9jwdmiSsz4x3a8e3M/l8RhAIDNJqK40ojc8hrkllcjp8yevZtbXo1cXTXydUaEBMjRO1aDPrU/KTFBUCnc86thkd6ItAvlSMu2N2gPZ+suGytRRy4VMDQ5BK/O6I3O4YFuqYuoPQocPx4SjQY2nQ76NWtg/fuLkKqb/6WQmZO2RB4jSCRQT5qIsgU/QTSZYNi6FUFTpni7LLeri0cQlMoGi4o1hzy64Ze6mlkz+bsutRts2pLLjOhsb9oCwK6MEjZticgnOccE+MoiZBcbkBCM6/pEYeWRfBQbjPh6WyYev6brFbcxWqz4fsc5fLLhDPQ+vMiYrxEEATcOiMWoLmF4+ddjWHGkvknRJ1aDebP7ome066eSr+kZieWPjsaD/9mPE/l6VJqsePjHA3hgbCc8e233q/6/qjFb7c3Y2kZsTm1ztu62vPKaRqdWnRUbjDhVYMDiA/bMWIkAdA4PRO9YjaOZ2ysmqMlfGNSpNFpwJEfnaNKmXdAhp7z6qtt1CgtAv3gt+sVp0C9ei57RQfCTMwqBqLkkSiU011+PsgULIBqNqFj5O4JvvaXZ+7E4TdrKozlpS+Ru6kmTULbgJwCAfs1alzRtzbm50K9bh4DRY6Ds5FsRhqLFAtOFCwAARWJii/O3nRcjg0wGzfTpriiPyCewaUsu45xru+NsCe4b08mL1RARNa5Bnq2PNm0B4JnJ3bH6WAGsNhFfbD6LO4YlIDRQecnj6hYZe2fVCWSXXbTI2NjOeGBsp2Y33TqicLUSn94xEDcczcei/dkY2TkUd49IdGujOyksAEseHoW5iw9j6aFcAMAXWzJwOFuHN2b2hr7G4tSYrUFOeZVjcrak0tTi55VKBIQFKlBiMDnyegHAJgKnCw04XWhwLP4lCPZmap/aRm7v2kZuXQav2WrDqQI90i7UN2lPFejhtNtGhQUq0T9ei/7x9gZt31gtNCrm+hK5imbWLJQtWAAA0C1e3KKmrTmP8QhEnqQaPBhSjQZWnQ6GTZtgMxohUV76u19TiKKI8oULUfj2O7BVVUGi+ghJixb5VOPWnJ0NmO1n3bQkz7aO85dKganjIAu5NMqKqK3ipzhyma4RgQgLVKDYYMKezFJYrDZOdRGRz2kLk7YA0Ck8ELcNicePu8+j0mTFJxvO4OXpvRo8Zu+5UrzRyCJjNw+Kw1OT2t4iY75gSu8oTOntudOA/RVSzL+1P/rHa/H6iuOw2ETszCjBhPc3t3ifaqUMscH+iNH6I0brhxitP2K1ddf9EalWQiaVoMZsxcl8PY7k6HA0R4cjOTqcKtA3iNUQReBsUSXOFlU6GsuAvZGrUclxPK8CNeYrT/SqFFL0idWgf7zWPkkbr0WMxo+nLhK5kV+vFCi7dYPx1ClUp6XBePYslJ07N2sf5nzGIxB5kiCXI3DCBOiWLIGtqgqVO3ZAPX58s/djzstD3t9eROX27Y7bbFVVyHniCST9/F9I/Fu3qKurGJ0XIWthni0ABIwaCUGlgmgyIfRPf3ZBZUS+g01bchlBEDC8Uyh+O5wHQ+2pkQMSgr1dFhGRg80mIq22wRkWqESs1jd+ab2c/5vYFYsP5KDabMWPu7Pwp1HJSAhVIbO4Eu/8fsIRSVNnTNcwzJ3asRcZa4sEQcA9o5LRK1aDh388gCK98bKPlQhAVJCfowFb15yN1dbfFuTXtIlVP7nU0UStY7TYG7lHcyoczdyT+fpLohYyiisb3adUIqBHlBr94rXoH2ffd5eIQEi5OCmRRwmCAM2smSh8+x0AgG7JEkQ880yz9mGpnbSVqFSQtCATl4iaTz15EnRLlgAA9GvXNatpK4oidIsXo+Ctt2Ez1C+mWje9azx1Cvmvv46YN95wed0tYWqwCFlSi/cjj4pCl/XrIJrMkEdGtL4wIh/Cpi251IjO9qYtAOzMKGHTloh8SmZJJSpq8177x2t9ftIvQu2H+8ck4+MNZ2C2inh9RTpig/3xw86sBqe1c5Gx9mFIUghWPDYa/9h4BhdKq+obs04N2ropWXdRyqToG6dF3zit4zaTxR6BUNfEPZqjw/F8PUwWGxJCVI4c2gEJWqREa+CvYA4tkS/QTJ+OwvfeBywWlC9bhvAnnoAga9rHP1EUHQuRyaKj+W8LkYcEjBwJiUoFW1UVDOvXQ7S80qTj1lxQgLwXX0Tllq2O22QREYh+/TXIY2OROftmiNXV0P2yGKpBg6GdNdOdL6NJ6hYhAwBlKyZtAUAWzL4DtU9s2pJLjewc5ri882wJHk7t4sVqiIgaOnS+3HG5f3zbWCzx/rGd8J/d51FaacKa9IIG94WrlXh6UjfM5iJj7UZEkB9endHb22U0oJBJHHm2dcxWG4wWGwKZl0zks2QhIQhMHQfDuvWwFhWjcvt2BI4b16RtreXlEI32qX95FKMRiDxFolQiMHUcKlb+DqtOh6p9+xAwfPhlHy+KInRLl6HgzTdh0+sdt2tmzkTk3DmQBtnPvop+5WXkPvc8ACD/1Vfh17sX/Lp1c++LuQrnpm1rMm2J2jN+wiOXSgpVISrInqG471wZTJYr59wREXlSWna543L/+LbxjbzaT47HJzT8AsxfLsX/XdMVm55JxW1DE9iwJY+TSyVs2BK1AdpZsxyXyxcvafJ2ljynPNsYLkJG5EnqSZMcl/Vr1l72cebCQmQ/9DDy5s51NGyl4WGI++yfiHnrTUfDFrBP3mtvvhkAINbUIOeJJ2GrbDzqyFNMtZm20pAQSDVtY5iCyNP4KY9cShAEjOwcCgCoNlsbNEg8wWy1oawVK2oTUfvmvGBX3zYyaQsAfxiWiDFdw6CQSnDL4DhsfCYVT07qhgA2zYiI6AoCx4yBNNT+u7lhwwZYysqatJ05vz4zXcZJWyKPChgzFoJCAQDQr1sH0dZwEEoUReiWL0fGDdNh2LTJcXvQ9BvQefnyy+bgRv71BSh79AAAmDIykPfSyxBFsdHHupvVYIClqAhA6xYhI2rvvNa0tZSV4cw1E2HKznHcVnPqFDJn34yTQ4ehYN67Dd5AKvfswdnrrsep4SNQ8u13XqiYmmp4bdMWsEckeEKxwYj5a09h2JvrMej1tXhv9Umv/QNERL6pxmzF8bwKAEDn8IAmL9bkCxQyCb6/dyhOvj4F82b3Q5TGz9slERFRGyDI5dDccAMAQDSbUfHbiiZtZ3aetI3ipC2RJ0kDAxAwahQAwFJYiOq0NMd9luJiZD/2GHKffQ42nc7++NBQxP3jE8TOmwepVnvZ/Ur8/BD34XxIAgIAABW//Yby/y103wu5AlctQkbU3nmlaWspK8OFBx+EOae+YWszmZD90MPw69ULyYsWwnj2DHS1p/BYSkuR/fAjCLr+OiT99ydULF+Oyl27vVE6NcGITvVN2x1ni936XGeLDJi7+AhGvr0BH60/jdJKE2wi8I+NZ/DCkiOw2ti4JSK7Y7kVMFvt7wltJRrBmUQicCEYIiJqNo3TgkPlSxY3aRuL06StPJqTtkSepp482XFZv3YdRFFExcqVyJh2Awzr1jvuC7ruOnT6bTnUEyc2ab+KpCREv/G643rBG2+gJj3ddYU3kemc0yJkzLMluiyvNG1znnoKmuunNbitcssWWA0GRM55HoqEBEQ8+STKf/kFAFCxfDlkEREIe/hhKJKSEPbIw477yPfEh6gQH+IPADhwvhw1ZqtL9y+KInZllOC+7/fimvc346c95x3ZuVKJgLqexk97LuDRBQdgtLj2+du6k/l6vPzrMXyx+SxsbGpTB5LmFI3QP0HrtTqIiIg8ya9bN/j1ti9waEw/jpoTJ666jTm3ftJWxklbIo9Tj08FpFIAgH7VKuQ88SRynnoa1vJyAPYc2NiPPkLsB+9DFty8YYSgKVMQfMcdAADRZEL2E0/C6rSImSc0nLRlPALR5XilaRv92msIufuuBrfVnDgJ/359IfG3N/uU3bvDePas4z7VsKGOCSO/Pn1Qc+yYZ4umZqmbtjVZbDiQ1bTsrKuxWG34NS0XMz7djtu+3IV1xwsd9wUqZbhvdDI2P5uKj24bAJnE/nfl96P5uPfbvTAYLS6poS27UFqFp34+hCkfbcF3O87hrd9P4JvtmVffkKidcM6zHRCv9VodREREntZg2nbx1adtzZy0JfIqqVaLgGFDAQDm3FzoV6923Ke+9lp0+m05gq6dfLnNryri+eccX+aYz59H3t9e9Gi8oPOkLZu2RJfnlaatIi7ukttsBkOD2wVBgCCRwKrTXXKfNDAQlsLCS/ZRx2g0oqKiwvGj9/C3RgSMcM61zWhdrq3BaMFXWzMw7t1NePyngzicrXPcF63xwwvX9cCOuRPwt2kpiAtWYXq/GHx9zxD4y+3fTO44W4I//GsXSgzGVtXRVhXpjXj512OY8P4mLD6YA+d/i+etPokzhTw+qGOoa9oqZRJ0j1J7txgiIiIP0lx/vWNho4rlv0E0XXnhXkttpq1Uq3UM1RCRZ6knTWpwXarVInb+B4j76EPIQkJatW+JQoHYD+dDEhQEANCvXg3D5s2t2mdzGOsmbaXSRvtDRGTntYXILibIpBDkioa3KZWw1dQAF93nuP0y3nrrLWg0GsdPSkqK2+qmxo3oFOa43NLFyPJ01Xhr5XGMeHM9Xl9xHDnl1Y77esUE4cNb+2PLc+Pxl7GdL1lQaFy3cPx4/zBo/O23H87W4eYvdjbYR3tXUWPG+2tOYty7G/HdjnOOLE+tSo6RnesnoZ/6XxosVtuVdkXkVvoaM/J1l39Pd4USgxHnS6sAAL1jNZBLfeafPyIiIreTajRQT7wGAGAtK4PeacX5i4lWK8y1AzKyaEYjEHmLesoUx8Ji6kkT7dO1U6e6bP+KuDhEvfii47p+7VqX7ftKRJsNpnPnAADyuFjHF0pEdCmf+dQq0WhgKSttcJutshKCXA7pRffV3X45c+fOhU6nc/ykeyFYu6OL0vihU5h9VcpDF8pR2Yx4gmO5Ojz58yGMeWcjvtiSAb3TtuO7h2PBfcPw22OjceOA2Cs2XgYmBGPhgyMQGaQEAGQUVWL2Zzva/WRpjdmKL7ecxdh5G/HJhjOoMtkzff3lUjw2oQu2PDce39wzBJ3D7f9/Dmfr8M9NZ71ZMnVghfoajH5nI0a9swFfb3NfXIfzhH5/RiMQEVEHpJk5y3G5bsHnxliKSwCL/fdveRSjEYi8RRYcjE4rVyB52TLEfvwxZGFhV9+omdSTJ0GonaY3bN4C0eb+YR5LYSHEavswlTKJ0QhEV+IzTVv/Pn1QfSjNcd2UnQ3RZIJUo6m975Djvpr045BHRFx2X0qlEkFBQY4ftZqnwXpDXUSCxSZiXxNybQv1Nbjr6924/uNtWHIwB5baRbIUUgluHRyPtU+Oxbf3DsXILmFNXkG9W6Qaix4cieTaBnKergY3f74TSw/mIKuksl0txGWx2vDTnvNIfXcT3lx5AuVVZgCAXCrgnpFJ2PLceDw9uTuC/OTwk0vx/i39Ia3N/v14/WkczdFdafdEbrH6WAF01WZYbSJe+y0dn6w/7ZY8rYPOi5CxaUtERB1QwMgRkNU2YQ1bt8JSVNTo4yz59YuQMc+WyLtkISHw696tyZ9/m0uiVCJgxAgAgLW42CNrB5kymWdL1FQ+07RVDR4Mm8GA8l/swfglX3yBgBEjIEilCJwwAdUHDqJyxw6IZjNKvv4aAaNHe7liupoGubZXiUgQRRFP/PcQtp4udtymVcnx2IQu2DZnPN6Z3RddI1vWfI8PUWHhgyPQO9ae11NWZcYTPx/CuHc3od8ra3DL5zvx8q/HsHDfBaTnVsDcxqICbDYRKw7nYfL8LZi7+AjyK+ynmQsCMGtALDY8nYqXp/dCuFrZYLv+8Vo8nNoZgL2x/tT/DqHGbPV4/dSx7boo8/r9tafw9qoTLm/cHmLTloiIOjhBKoVmxgz7FasVul+XN/o4c15901YWxXgEovYuMHWc47Jh40a3P5+RTVuiJpN5u4A6gkyG6NdfQ87Tz6Dw3XcBiQSJ//4egP20gMi5c3D+gQchUakgVasR89abXq6YrmZ4J+embfEVHgks3JeNHbWN3bBABf7vmq64aVAcVArX/BUNC1Tip/uH4y//3t9gYTS90YI950qx51x9/IZCKkHXyED0iglCrxgNesUEoWd0EAKUPnO4ALA3ureeLsa81SdwNKeiwX0Te0bimWu7oUdU0BX38diErthwohDHcitwqsCA+etOYe7Unu4sm8hBFEXszrAfezKJ4Jiu/2JzBqqMVrwyvRckktZPFYiiiLTapm1ogAJxwVxQhYiIOibNjTNQ8sUXAIDyJYsR8qd7L5ngM+flOy7LmWlL1O4Fjkt1XNZv2oTwxx936/OZ6hYhA6BISnLrcxG1dV7tQvU8cbzBdfWECeiyZjWqjx2Df79+kAUHO+4Lvu02BIweDVNGBlSDBkESEODpcqmZwgKV6B6pxskCPY7k6FBRY75kwTAAKKyowesr6nOH37u5H1K7Xz7+oqXUfnL8575h2HKqCIculONYbgXSc3XIvWgBJJPVhmO5FTiWWwEgG4B9ajUpNAApMUGOZm5KdNAl06uecvB8GeatOtmgAQ0AQ5ND8PyU7hiU2LTVRBUyCd6/pR+mf7IdJqsNX27JwKSekRic1LrVSIma4mxRJYoNRgDA6K5hmJQSib8tPQpRBH7YlYUqkxXv3NQHslYuGpZZXAldtT0upH+81m2nlxEREfk6ZXIy/AcORPWBAzCdOYuaI0fg37dvg8cwHoGoY5FHRsCvVy/UHDsGY/pxmAsKII+MdNvz1S1CBgCK5CS3PQ9Re+Bbo4MAZOHhUKemNnqfIi4Oirg4zxZErTKicyhOFuhhE4E9GaWYmHLpm//Ly4+hosa+2MHMAbFuadjWkUoEjO8RgfE96p+jrNKE9LwKHMvVOZq1GUUGOMfdiqK98ZNZXIkVh+t/kY1QKxtM5KbEBCEhROW2ptCpAj3eW30Sa9ILGtyeEh2E56Z0x7hu4c1+7h5RQXhyUje8s+oERBF4emEaVj4+xucmi6n92Z1Z/6XD8E6huGNYIlQKKZ5ZeBhWm4hfDmSj2mzBh7cOgELWtMZticGIE/l6HM+rwMl8PU7k63GqoH7xwX6MRiAiog5OO2smqg8cAACUL158SdPWedKW8QhEHUNgaqojz9awaTOCb73Fbc9Vl2krCQiALDzcbc9D1B6wK0NuNbxTKL7bcQ4AsDOj5JKm7epj+Vh5xP6LYUiAAi9OS/F0iQgOUGBUlzCM6lK/Gme1yYoT+RWOJm56rg4n8vUwWhrm3RbqjSg8WYSNJ+sXclArZeh50URu18hAyFsxLXihtAofrjuNJQezGzSTk0JVeGpyd0zrE92q08j/MrYT1h0vwP6sMmSVVOHt30/gtRt7t3h/RE2xK6M+lmRYsn26e+aAOPjLpXjsp4MwW0WsPJKPatM+fHbnIPjJpY7H15itOFNowIl8PU7kVeBkgR7H8/SOyd3LGdUl9Ir3ExERtXfqKVOR/8abEKurUbFiJSLnzIHEz89xvzm/tmkrCJBHum+Ygoh8R+D48Sj+9FMA9lxbdzVtbUYjzDk5AOx5tjwDjujK2LQltxreKQSCYJ9UvXgxMl21GS8uPeq4/tINKQgJUHi6xEb5K6QYkBCMAQn1ER0Wqw0ZxZX2idycuoauzjElXEdvtGBPZin2ZDbMye0WFYhe0RpHxEJTcnKLDUb8Y8MZ/Lg7C2Zrfbc2MkiJx6/pilsGx7eqGVxHKhHw/s39MPWjrag2W/HDrixM7hWJMV35zSe5hz3P1v6eEKCQonesxnHflN7R+NfdUjzww34YLTZsPFmEe77dg9FdwnA8X4+T+XpkFlfCarv6YmV10SbdI9W4pmdEk6NDiIiI2itpYACCJk+Gbtky2PR66Neth2ba9Y77LbULkcnCwiDIL402I6L2xy+lJ2Th4bAUFaFy507Yqqsh8Xf9OhCmrCx7cwDMsyVqCjZtya20KgVSooPs06p5FSirNCG4tjH79u8nUKi3T8WN7x6O6f1ivFnqVcmkEnSLVKNbpBozB9hvE0UROeXVDSZyj+VWIK+RnNyjORUNFgwTBCC5Nic3xSliISxQCX2NGf/amomvtmagymR1bKPxl+Oh1M7444gk+CukcKWksADMva4H/r7MflrMswsP45lruyNYJYdWpYBWJUewSgGNvxxSFywORR1bZnGl4/gflBRyyZcPqd0j8P2fhuLP3+1FpcmKXRmlDSZzGxOskqNHVBB6RKvRI0qNHlH2KXdXLWhIRETUXmhmzYJu2TIAgG7xYkfTVjSZYCm2LyAs4yJkRB2GIJEgMHUcyhcugmg0onL37svGVrYG82yJmoefZMntRnYOrV3Uy55hOaV3NHZllOCnPecB2KfsXp/Zp02eGiEIAuKCVYgLVuHaXvULNZRWmpCe65yTq0NGcWXdl4oA7F8wZhRXIqO4Er855eRGBilhtNhQXmV23OYvl+JPo5Pwl7GdofF338TDncMSseZYAbadKUZ+RQ2eWZh2yWMEAQjykyM0QIE7hyfiT6OT3VYPtV+7nSbRh3dqfPp1eKdQ/Oe+YfjjN3saTLQrpBJ0iQi0N2aj1egeFYSeUWqEq5Vt8n2EiIjI01RDBkMeFwdzdjYqd+6EOTcX8pgYmAsLHVNwcjZtiTqUwNRUlC9cBAAwbNzknqZt5jnHZWUyP0cSXQ2btuR2IzqH4l9b7WHjO8+WILV7BOYuPuK4/7kpPRCrdf2pF94UEqDA6K5hGN21Pie3ymTBiXx9g4ncE/l6mC7KyS2oqM/klEkE3D40AY9N6IKIID+4m0QiYN7svrj+460oc2oaOxNFe7SFrtqMV39LR49oNUZ2Dmv0sUSXsyujPi5lWPLlc2YHJARj+WOj8fvRfMRo/dEzSo2ksACXxIIQERF1VIJEAs3MG1H8yT8AUYTu118R9uCDjmgEAJBHRV1hD0TU3gSMGAFBoYBoMsGwaRNEUXT5QETdImSAPdOWiK6MTVtyuyFJIZBKBFhtInacLcFH608js7gSADAoMRh3DU/0coWeoVLIMDAhGAMvysk9W1TZYCI3PbcCNWYbrusThScndUNiaIBH64zR+uP3/xuLPedKUV5lQlmlGWVVJuiq7f8tqzKjWG9ETnk1AOC5RYex6omxCLxKPi9RHXuerX3S1l8uRd84zRUfnxgagAfHdfZEaURERB2GZkZt0xZA+ZIlCH3ggfpFyADIotm0JepIJCoVVMOHoXLLVlgKCmA8cQJ+PXu69DkaNG0TO0YfgKg12GUht1P7ydEnVoNDF8pxutCAjNqGrUIqwduz+kDSgfNRZVIJukep0T1KjVkD7beJogibCK/mxkZp/K6YMWyzibjtX7uwJ7MU2WXVeHPlcbw5s48HK6S2LKukCvkV9tznwUnBnJolIiLyAkVcLFTDh6Nq1y6Ys86jev9+mPPqm7byKMYjEHU0gampqNyyFQBg2LTJ9U3b2kxbWVQUJCqVS/dN1B7xkzJ5xIjO9ac/1634/sj4LugaqfZWST5LEASfX+hLIhHw3ux+UNUuhrZg93lsOVXk5aqordidWR+NMLzT5aMRiIiIyL20s2Y6LpcvXgJLvlM8AidtiToc9bhxjsv6jZtcum9LWRmsOh0ALkJG1FRs2pJHjLioMdM9Uo2HUnm6c1uWEKrC3Kk9HNfn/HIYFTWN5+ASOduVcfVFyIiIiMj91JMmQRIYCACoWLUKxrMZjvtknLQl6nDksbFQdu8OAKg5fBiW4mKX7ds5GoGLkJEnrTmWjzHzNqDzCysx9aOtOFOoBwC8/OsxJM1Z4fgZ9+5GxzYn8/WY/o9t6Pvyary58jhE51XlPYhNW/II+ynQ9ulRQQDevqkPFDL+9Wvr7hiWiJG1U9S5uhq88dtxL1dEvs6eZ2uftPWTS9AnVuvdgoiIiDowib8/gqZOBQCIVVWo2r3bfodcDlk4F5ol6ogCU1Mdlw2bt7hsvw3ybJPYtCXPyCqpxLOLDuP5KT2wa+416BQWgOd/OQIAOJxdjm/vGYK0lyYj7aXJWPH4GACA0WLFn7/fi96xGix/bDROF+ixcH+2V+pn14w8QqWQ4dHxXaH2k+Gv1/XEAKfFuKjtkkgEvHNTXwTUxiT8vO8CNp4s9HJV5MsulFYjV1ebZ5sYwi9viIiIvEzjFJFQRx4RAUHCf6OJOqLA1PqIBMOmTS7bb4OmLeMRyEPOFBrw/JQemNY3BuFqJe4YnoBjuTpYrDacLjBgaHIINP5yaPzljsXVN50sgr7GghevT0FiaACevbYH/rf3glfq57/E5DH/N7ErDr80GfeN6eTtUsiF4kNU+Nu0FMf1Ob8chq6KMQnUuF1OebbDkhmNQERE5G3+/ftDcdGpyjLm2RJ1WP59+0IaYv89vXL7dthMJpfs11i7CBmAS95ziNzlmp6R+MOwBMf1jKJKJIUG4ES+HjZRxHUfb0X3v/2Ou7/Zg5zyagDA8bwKDEjQwr92OK1ntBqnCw1eqZ9NW/IoQfDtBbaoZW4bEo8xXe2n0BVUGPHKb8e8XBH5ql0ZTouQdeYiZERERN4mCMIl07Zy5tkSdViCVIrAsWMBALaqKlTt2euS/Zoyz9n3r1BAHs33GGo9vV6PiooKx4/RaLzi400WG77amoE7hifiTKEBncID8cEt/bHqibGQSQTMXWyPTTDUWBAfrHJsV7dYvDeG09i0JaJWEwR7TIK69nSCxQdysDa9wMtVkS/aXbsImVImQd84jZerISIiIgDQTJ8BOMUhyDlpS9ShNci1dUFEgmixwHT+PABAkZgIQSpt9T6JUlJSoNFoHD9vvfXWFR8/f90p+CtkuG1IPG4cEIvlj43GoMRgJIcF4LUbe2Pb6SLoa8yQSoVLYvyUMgmqzVZ3vpxGsWlLRC4Ro/XHizfUxyS8sOQIyipdcyoNtQ8XSqscp5wMSgyGUsZf1oiIiHyBPDICAaNHOa7Loti0JerIAkaPAuRyAPamrSiKrdqfOScHMNunFBVJSa0tjwgAkJ6eDp1O5/iZO3fuZR+740wxftiZhY9v6w+59NJWaGiAAjYRKNQbofVXoPSiXobBaIFc6vkzx9m0JSKXuXlQHMZ3DwcAFOmNeHk5YxKonnM0wrBkRiMQERH5kpC7/+i4rBoyxIuVEJG3SQMDETBkMADAnJ0N05kzrdqfiXm25AZqtRpBQUGOH6VS2ejjLpRW4fH/HsSrM3qha6QaAPDmyuNYdijH8ZgD58sgEYAYjT/6xWlw4HxZg+1NFhu0KoV7X1Aj2LQlIpcRBAFv39QXQX72mIRlh3Kx6miel6siX7E7s9RxeXgnLkJGRETkSwJHj0LSwoVIXroEft26ebscIvIy54gEfSsjEoyZmY7LbNqSJ9WYrfjTd3sxKSUS1/aKQqXRgkqjBT2i1HhvzUlsP1OMLaeK8LclRzFrYBz8FVIMTQ6BocaC/+27AAD4dOMZjO4SBqnE85O2Mo8/IxG1a5FBfnhlRi88+XMaAOCvS45iSFIIQgMb/9aLOo66SVuFTIJ+8VrvFkNERESX8O/T29slEJGPCExNRcGb9oxQw6bNCLv//hbvq24RMgBQJie1sjKipttyqginCw04XWjAT3suOG7f+tx4TOsbgwf/sx9SiYAb+8fiuSndAQAyqQRv39QXj/90EG+tPA6JIOC/fxnulfrZtCUil7uxfyxWHsnH2vQClFSa8Pdlx/DpHQO9XRZ5UXZZFbLL7Hm2AxO08JMzz5aIiIiIyFcpEhKg6NQJpowMVB88CEtZGWTBwS3al8l50paZtuRBk3tF4dzb1zd63/NTeuD5KT0avW9SSiQ2P5eKozk6DIgPRnCA56MRAMYjEJEbCIKAN2b2hlZlD69fcSQPvx3O9XJV5E27M+qjEZhnS0RERETk+wLHp9ov2Gyo3Lq1xfupy7SVBgdDqtW2tiwij4hQ+2FCj0ivNWwBNm2JyE0i1H54dUb9KXYvLj2KIr3RixWRN+3OrF+EbHgnNm2JiIiIiHyd2inX1tDCXFuroRKWwkIAzLMlai42bYnIbW7oG43r+kQBAMqqzPjb0iMQRdHLVZE37KqdtFXIJBiQoPVuMUREREREdFX+AwZAEhQEADBs3QbRbG72PuqmbAFAwTxbomZh05aI3EYQBLw2ozdCa08nWH2sAL+mMSaho8ktr8b50ioAQP945tkSEREREbUFgkyGwDFjAAA2vR5V+w80ex/MsyVqOTZticitQgOVeP3G+piEvy87hsKKGi9WRJ7GaAQiIiIiorYpcPx4x+WWRCQ4T9oqGY9A1Cxs2hKR203tE40b+sUAAHTVZrywpP3GJNhsIrJKKrHqaD7mrz2FD9acxNkig7fL8irnRciGJ4d4sRIiIiIiImqOwNGjAKn9TLkWNW2dJ23ZtCVqFpm3CyCijuHV6b2w82wJig1GrDteiF8O5GD2oDhvl9UqBqMFJ/P1OJ5XgeN5FTiRr8eJvApUmqwNHvfJxjO4rnc0Hh7fGb1iNF6q1nt2ZdgnbRVSCQYkBHu5GiIiIiIiaiqpVgvVgAGo2rcPpnPnYMzMbNbErPHsWfsFiQSK+Hg3VUnUPrFpS0QeERygwJsze+MvP+wHALyy/BhGdQlFtMbfy5Vdnc0mIrusGsfzKxo0aLNKqpq0vSgCK47kYcWRPIzvHo5HJ3TBoMSOMXH6a1ouztX+OfWL18BfwTxbIiIiIqK2JHD8eFTt2wcAMGza3OSmren8eRhPngQAKLt2haBQuK1GovaITVsi8pjJvaIwa0AsFh/Mgb7Ggjm/HMF39w6BIAjeLq0BURRx4HwZlqfl4WiODify9TAYLU3aNlbrj57RavSMDkLP6CCcL63CV1szUGwwAQA2nizCxpNFGN4pBI+O74pRXUJ97vW7yqkCPZ5fdNhx/fahCV6shoiIiIiIWiJwfCoK330XgD0iIfTee5q0ne7X5Y7LmhumuaEyovaNTVsi8qiXbuiFbWeKUag3YvOpIvxv3wXcOsQ3mnm55dVYcjAHi/ZnI7O48oqP9ZNL0D0qCCnRavSIsjdou0epofGXX/LYe0Ym4ee9F/DF5rPI1dkXYduVUYpdGbuRUrudViVHiEqB4AAFQgIUCFbV/VcOrUoBhaxtRZDra8x48If9qDbboyJuGhiHmQNivVwVERERERE1lyI5GfKEBJjPn0fV/v2wVlRAGhR0xW1EUYRu2TL7FUFA0A03eKBSovaFTVsi8iiNSo63b+qDP31nP73mtd+OY3TXcMRqvROTUGO2YvWxfCzan41tZ4rR2PpoztOz9gatGomhAZBKmjYh6yeX4o8jk3D70AQsPZSDzzaddTSF0/MqkJ5XcdV9qJUyBAfYm7rBFzV4e8dqMLZrmM9M7IqiiGcWpiGj9jWmRAfhjZm9faY+IiIiIiJqOkEQEJg6DmX//gGwWFC5fTuCpk694jbVBw/CfOECACBgxHDIIyM9USpRu8KmLRF53IQekbh5UBwW7s+GwWjB84sO44c/D/VYU88ef1CORfuz8VtaLvSNRB+M7ByK2YPicE2PSGhUl07PtoRCJsEtg+Nx08A4/H40D//ceLZJDVsA0Bst0BstOF/aeI7uzAGxeGtWH/jJvZ8Z+8WWDKw+VgAACPKT4fM7B/lEXURERERE1DLq8ePtTVsA+o0br9q01S1d5rismTHDrbURtVds2hKRV7x4Qwq2nSlGnq4G284U48fd53Hn8ES3PmeerhqLD+Tgl/3ZjilQZ/Eh/pg9MB6zBsYiPkTltjqkEgHT+sZgWt8YlFeZUFppQlmVCaWVZpTVXa4yoazSflu50/XyanOj08BLDuYgo8iAL+4ajCiNn9tqv5odZ4oxb9UJx/UPb+uPhFD3/VkSEREREZH7qQYNgiQgALbKSlRu3gLRaoUgbXwww2Y0omLVKgCAoFJBPXGiJ0slajfYtCUirwjyk+Odm/ri7m/2AADeXHkc47qFu7xZerX4A5VCiuv7RGP2oDgMSQqBpImRB66iVSmgVTV9FVWrTYSu2oyy2ibuiXw93lhxHNVmK9KydZj+j234/K5BGJgQ7MaqG5enq8ZjPx2ErfbP+PFrumJCD54GRURERETU1gkKBQJGj4Z+9WpYdTpUp6VBNXBgo481bNwEW4X9jMKgSZMgCQjwZKlE7QabtkTkNWO7heP2oQn4ac95VJmseHZRGhbcN7zVjVNRFHHwgj3+YHlaLvQ1l8YfDO8UgtmD4jG1dxQClG3nrVAqERBSm2WLcGBwUggGJgTj/n/vQ055NQr1Rtz2xS68OasPZg+K81hdJosND/94ACWVJgD2/7f/d01Xjz0/ERERERG5V2BqKvSrVwOwN2Yv17R1LEAGQDNjukdqI2qP2k6ngojapb9e3xNbThUhp7wauzJK8cOuLPxxZFKL9pWvq8Hig9lYtD8bGUWXxh/EBftj9qA43DQwzq3xB56WEhOEXx8dhYd/PIDdmaUwWW14ZmEajudVYO7UHpBJJW6v4fUV6Th4vhyAfeG2j27t3+SF2oiIiIiIyPcFjhsLCAIgijBs2oiIp5+65DGW0lIYtm4FAMgiI6EaNszTZRK1G2zaEpFXBSplmDe7L+74ajcA4O3fT2Bct3AkhTXtFJoasxVr0wuwcH82tp0ucpyaX0elkOK62viDoV6IP/CU0EAl/nPfMLy6PB0/7MoCAHy9LROnCvT4x+0DXbaYWmOWHMzGv3fan1Mhk+DzOwchOKDpkQ9EREREROT7ZCEh8O/XD9WHDsF4+gxM2dlQxDU8u69ixUrAYj/TUTP9hsvm3hLR1bl//IqI6CpGdQnDXbWLkFWb7TEJtou7r05EUcTB82X465IjGPrGOjz200FsOdWwYTssOQTvzu6LvX+diPdu7ofhnULbbcO2jlwqwWs39sYbM3tDVvtat54uxoxPt+Hg+TK3POfxvArMXXzEcf21Gb3QJ07jluciIiIiIiLvCkxNdVw2bNp8yf0NohGmMxqBqDU4aUtEPmHO1B7YfKoI50ursPdcGb7dcQ5/Hp3c4DEFFTVYfCAHi/ZfwNlG4g9itfXxBwmh7Sf+oLnuGJaIrhFqPPSf/SipNOFcSRVmfbYD94xMwjOTu7ssw1dXbcaD/9mPGrMNAHDbkHjcOiTBJfsmIiIiIiLfEzh+PIo+/BAAYNi4ESF33uG4z3jmDGqOHgUA+KWkQNmVa1wQtQabtkTkEwKUMrw7uy9u/XIXAGDeqhNI7R6OWK0/1h0vwMJ92djaSPyBv1yKqX2icPOgeAxLbr/xB801NDkEy2pzbg9n6yCKwLfbz2HNsQK8MbM3UrtHtGr/NpuIp/93CFklVQCAPrEavDy9lytKJyIiIiIiH6Xs1hWymGhYcvNQtWcPrIZKSAPt0Xa6Zb86Hqe5cYa3SiRqN9i0JSKfMaxTKO4dlYRvt5+D0WLDH7/Zg4pqMypqLJc8dmhyCGYPisN1faIR6KLJ0fYmLliFxQ+NxDfbM/HB2lOoMduQU16Ne77di5kDYvHitBSEtDB79rPNZ7HueCEAQKuS4593DISfnHlVRERERETtmSAIUKemomzBTxDNZlTu3IGgSZMg2mzQLV9uf5BUiqDrr/duoUTtADNticinPHdtDyTVRhtkl1U3aNjGav3x+DVdsfnZVPzvgRG4ZXA8G7ZXIZNK8JexnbH6ibEY2TnUcfuSgzmY+MFmLDuUA1G8fH5wY7aeLsJ7a04CsC8e+9FtAxAf0nHjKIiIiIiIOpKGubabAABVe/bAkp9vv3/MGMhCQxvZkoiag01bIvIp/gop3ru5n2MhLT+5BLMGxGLBfcOw9bnxeGpSNySGBni5yrYnMTQAP943DPNm90WQn73RXVppwv/99xDu/W4vssuqmrSfnPJqPP7TQdT1eZ+c2A3juoW7q2wiIiIiIvIxqmHDIPj7AwAMm7fYp2yXOi1AxmgEIpfgiBoR+ZzBSSH49dHROF9ahVFdQqH2k3u7pHZBEATcMjgeqd3D8crydKw4nAcA2HSyCJPnb8Gz13bH3SOSIL1MLrDRYsXD/9mPsiozAGBCjwg8Or6Lx+onIiIiIiLvkyiVCBg5Eob162EtLkbVnr2oWLPGfp9ajcDx471cIVH7wElbIvJJKTFBmNI7ig1bN4hQ++HTPwzEv+4ejKggPwBAlcmKV5an46bPduBkvr7R7V5Zno60bB0AICFEhfm39OfCb0REREREHVBg6jjH5fxXX4VYZT9zL2jKFEiUSm+VRdSusGlLRNRBTUqJxJqnxuLO4QmO2w5dKMe0T7bigzUnYbRYHbf/b98FLNh9HgCglEnw2Z0DoVGxoU5ERERE1BEFjqtv2poyMhyXGY1A5Dps2hIRdWBBfnK8fmMfLHxwBDqF27OCzVYRH284g+s+2op950pxNEeHF5cedWzz5sw+6BWj8VbJRERERETkZfKICPj17t3wtrg4+A8c6KWKiNofNm2JiAhDkkKw8vExeGxCF8cicGeLKjH7852446vdMFpsAIA7hiXgpkFx3iyViIiIiIh8QGBqaoPrmunTIQiMTyNyFTZtiYgIAOAnl+Lpyd3x2+Oj0S9e67hdV21feKxfvBZ/vyHFS9UREREREZEvuaRpO2O6dwohaqfYtCUiogZ6RAVh8UMj8fdpKfCXSwEAIQEKfHbHQChlUi9XR0REREREvsAvpScUiYkAANXw4Y7LROQaMm8XQEREvkcqEfCn0cm4tncUNp4oxIQeEYjR+nu7LCIiIiIi8hGCRIL4f30Jw5atCLp2srfLIWp32LQlIqLLitX6487h/MaciIiIiIgupUhIQMidd3i7DKJ2ifEIRERERERERERERD6ETVsiIiIiIiIiIiIiH8KmLREREREREREREZEPYdOWiIiIiIiIiIiIyIewaUtERERERERERETkQ9i0JSIiIiIiIiIiIvIhbNoSERERERERERER+RA2bYmIiIiIiIiIiIh8CJu2RERERERERERERD6ETVsiIiIiIiIiIiIiH8KmLREREREREREREZEPYdOWiIiIiIiIiIiIyIewaUtERERERERERETkQ9i0JSIiIiIiIiIiIvIhbNoSERERERERERER+RA2bYmIiIiIiIiIiIh8CJu2RERERERERERERD6ETVsiIiIiIiIiIiIiH8KmLREREREREREREZEPYdOWiIiIiIiIiIiIyIewaUtERERERERERETkQ9i0JSIiIiIiIiIiIvIhbNoSERERERERERER+RA2bYmIiIiIiIiIiIh8iMzbBXiCzWYDAOTl5Xm5EiIiIiIiIiIiImqJut5eXa+vPesQTduCggIAwNChQ71cCREREREREREREbVGQUEBEhISvF2GWwmiKIreLsLdLBYLDh48iMjISEgkTISg1tHr9UhJSUF6ejrUarW3yyHyOh4TRA3xmCBqiMcEUUM8Joga4jFBzWGz2VBQUIABAwZAJmvfs6gdomlL5EoVFRXQaDTQ6XQICgrydjlEXsdjgqghHhNEDfGYIGqIxwRRQzwmiBrHsVMiIiIiIiIiIiIiH8KmLREREREREREREZEPYdOWqJmUSiVeeuklKJVKb5dC5BN4TBA1xGOCqCEeE0QN8ZggaojHBFHjmGlLRERERERERERE5EM4aUtERERERERERETkQ9i0JSIiIiIiIiIiIvIhbNoSERERERERERER+RA2bYkALFu2DJ06dYJMJkP//v1x/PhxAMDRo0cxZMgQBAcH49lnn8XFEdBnzpxBSEjIZfdrNpvRp08fbNq0yZ3lE7mUu46HW2+9FY899phbaydyF1cfF6+99hoiIyMRGBiI6dOno7i42COvg8gVWnI8fPnll4iOjoZcLse4ceOQl5fnuG/z5s3o2bMnwsLC8MEHH3j89RC1lquPiSvdR9QWuPqYqMPP19TRsGlLHd7Zs2dx77334u2330ZOTg66deuG++67D0ajETfccAMGDRqEffv2IT09Hd99951ju4yMDFx33XUoKyu77L7nzZuHo0ePeuBVELmGu46HlStXYtOmTXjttdc89EqIXMfVx8WWLVvw888/Y8uWLTh06BCsViueeuopD78qopZpyfGwbds2vPjii/jhhx+QmZkJURTxzDPPAACKioowffp03H777di5cyd+/PFHbNy40YuvkKh5XH1MXOk+orbA1ceEM36+pg5HJOrgli9fLn7xxReO6xs2bBD9/f3FJUuWiMHBwWJlZaUoiqJ46NAhcdSoUY7HpaSkiO+++654ucPo1KlTolarFZOSksSNGze69TUQuYo7jgeDwSAmJiaKX3/9tftfAJEbuPq4ePfdd8Vnn33Wcf0///mPOGLECDe/CiLXaMnx8M0334hLlixxbPPNN9+IPXv2FEVRFOfPny/26NFDtNlsoiiK4tKlS8U77rjDQ6+GqPVcfUxc6T6itsDVx0Qdfr6mjkjm5Z4xkddNmzatwfWTJ0+ia9euSEtLw/Dhw6FSqQAAffv2RXp6uuNxv/32GwRBwLPPPtvofh944AHMmTMHv//+u/uKJ3IxdxwPr7zyCkwmE2QyGdauXYtrrrkGEglP9KC2w9XHRa9evfDFF1/gwQcfRGBgIL7++mtMmjTJ/S+EyAVacjzce++9jW4DAGlpaRg/fjwEQQAADB06FHPmzHH3yyByGVcfE1e6j6gtcPUxUYefr6kj4qdmIicmkwnvv/8+HnzwQVRUVCA5OdlxnyAIkEqljtNcne+72LfffgudTsdTmahNc8XxkJWVhY8++gjJycnIyMjA888/jxtvvBE2m80jr4HI1VxxXEydOhWdO3dG586dERkZCYPBwCYVtUnNOR7qlJaWOr60AHDJdkFBQcjNzfXMCyByMVccE029j6gtcNUxwc/X1FGxaUvk5KWXXkJAQADuu+8+yGQyKJXKBvf7+fmhqqrqivsoKirC3Llz8c0330AqlbqzXCK3csXx8P333yMyMhLr16/Hyy+/jM2bN2Pbtm1Yt26dO0snchtXHBeLFi3C+fPnkZ6ejsLCQvTq1Qt33nmnO8smcouWHA+PPPIIRo4cialTpwLAJds15Rgi8lWuOCaaeh9RW+CKY4Kfr6kjYzwCUa0NGzbg008/xa5duyCXyxESEnJJyLler4dCobjifp544gn8+c9/Rr9+/dxZLpFbuep4yM7OxsSJE+Hn5wcAUKvV6Nq1K86cOYPJkye7rX4id3DVcfHjjz/ioYceQs+ePQEAH374IbRaLcrLy6HVat1VPpFLteR4+P7777Fx40akpaU5bgsJCUFRUdFltyFqK1x1TDTlPqK2wFXHBD9fU0fGSVsiAJmZmbj99tvx6aefIiUlBQAwZMgQ7Ny5s8FjjEYjQkJCrrivBQsW4JNPPoFWq4VWq8W2bdswbdo0vP322259DUSu4srjIS4uDtXV1Y7rNpsN2dnZiI2NdU/xRG7iyuPCZrOhsLDQcT0/Px8AYLVa3VA5keu15HjYt28fHnvsMfz3v/9FZGSk43EXb3fw4EH+G0FtjiuPiavdR9QWuPKY4Odr6sjYtKUOr7q6GtOmTcOMGTMwc+ZMGAwGGAwGjBkzBhUVFfj2228BAG+++SYmTpx41VMyMjMzcfjwYRw6dAiHDh3C4MGD8dVXXzGLitoEVx8PN998M3799Vf88ssvyM7Oxty5c2E2mzFx4kRPvBwil3D1cTFmzBh8+eWX+Pzzz/H999/jtttuw8iRIxEaGuqJl0PUKi05HgoLC3HDDTfgueeew+DBgx3bAMD06dOxfft2rFu3DmazGfPmzcO1117rzZdI1CyuPiaudB9RW+DqY4Kfr6lDE4k6uKVLl4oALvnJzMwUly1bJqpUKjE0NFQMDw8Xjx071mDbzMxM8WqH0bhx48SNGze68RUQuY47jodly5aJffv2Ff38/MTevXuLO3bs8NTLIXIJVx8XNTU14uOPPy7GxMSICoVCHDdunJiRkeHJl0TUYi05Hj788MNGt6nz2WefiXK5XAwODhaTk5PF/Px8b708omZz9TFxteOFyNe5498JZ/x8TR2JIIqi6NIuMFE7k5+fj/3792P48OGcgqIOj8cD0aV4XBDVa+nxkJmZiRMnTmDMmDEIDAx0Y4VEnsV/I4ga4jFB1HRs2hIRERERERERERH5EGbaEhEREREREREREfkQNm2JiIiIiIiIiIiIfAibtkREREREREREREQ+hE1bIiIiIiIiIiIiIh/Cpi0RERERERERERGRD2HTloiIiIh8znfffQdBECCVSpGQkIDnnnsOJpPJ22UREREREXkEm7ZERERE5JN69+6N3NxcfPLJJ/jxxx/x8MMPN2m71NRUfPfdd+4tjoiIiIjIjdi0JSIiIiKfJJVKERkZiRkzZuDbb7/Fv//9b5SWlnq7LCIiIiIit2PTloiIiIh83oQJEwAAhw4dwvbt2zFgwACoVCoMHToU6enpAIAHH3wQgiBg8+bNuPfeeyEIAh588EHHPvbu3Ythw4ZBo9Fg1qxZ0Ol0XnktRERERERXw6YtEREREfk8mUyGsLAw5OfnY/bs2Zg1axYyMjIwduxYPPPMMwCA+fPno6ysDKNGjcKnn36KsrIyzJ8/HwBQXl6OqVOnYurUqTh8+DAqKirw9NNPe/MlERERERFdlszbBRARERERNYUgCBBFEQcPHkRwcDAOHz6M8vJynDx5EgDg7+8Pf39/yGQyqFQqaLVax7YrVqyAXC7HSy+9BEEQ8Mwzz+Duu+/20ishIiIiIroyNm2JiIiIyOdZrVYUFxcjOjoa8+fPx9dff41OnTohPj4eVqv1qttnZ2ejqKgIwcHBAACbzQa9Xo+amhr4+fm5u3wiIiIiomZh05aIiIiIfN7mzZsBABUVFfjqq69w/PhxREREYOXKldi/f3+Dx0okEoii2OC2uLg4DBo0CD///DMAQBRF6HQ6yOVyz7wAIiIiIqJmYKYtEREREfkkq9WKgoIC/Pbbb7jnnnvw0EMPQSqVArBn1G7fvh1PPfXUJQ3azp07Y8OGDcjLy8O6detgtVpx/fXX4/z589izZw/8/f2xaNEiTJky5ZJtiYiIiIh8ASdtiYiIiMgnHT16FDExMUhMTMQDDzyAOXPmwGazYcqUKRg4cCCSk5Nx//33Y86cOSgoKEBkZCQA4G9/+xtuv/12JCYmIiEhAcePH4dWq8Wvv/6KRx99FPfeey969eqFX3/9FTIZfx0mIiIiIt8jiBwvICIiIiIiIiIiIvIZjEcgIiIiIiIiIiIi8iFs2hIRERERERERERH5EDZtiYiIiIiIiIiIiHwIm7ZEREREREREREREPoRNWyIiIiIiIiIiIiIfwqYtERERERERERERkQ9h05aIiIiIiIiIiIjIh7BpS0RERERERERERORD2LQlIiIiIiIiIiIi8iFs2hIRERERERERERH5EDZtiYiIiIiIiIiIiHzI/wPasQxionmRCwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import datetime\n",
    "\n",
    "\n",
    "# 获取数据的时间范围\n",
    "now = datetime.datetime.now()\n",
    "end_date = now.strftime('%Y%m%d')\n",
    "start_data = '20130101'\n",
    "\n",
    "# 获取黄金价格数据\n",
    "gold_data = ak.futures_main_sina(symbol=\"AU0\", start_date=start_data, end_date=end_date)\n",
    "gold_data['日期'] = pd.to_datetime(gold_data['日期'])\n",
    "gold_data = gold_data[['日期', '收盘价']]\n",
    "\n",
    "# 获取CPI数据\n",
    "cpi_data = ak.macro_china_cpi()\n",
    "cpi_data['月份'] = pd.to_datetime(cpi_data['月份'], format='%Y年%m月份')\n",
    "\n",
    "# 合并数据\n",
    "data = pd.merge(cpi_data[['月份', '全国-当月']], gold_data, left_on='月份', right_on='日期', how='inner')\n",
    "data.rename(columns={'全国-当月': 'CPI', '收盘价': 'Gold_Price'}, inplace=True)\n",
    "\n",
    "# 绘制曲线图\n",
    "fig, ax1 = plt.subplots(figsize=(14, 7))\n",
    "\n",
    "# 绘制CPI曲线\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('CPI', color='tab:red')\n",
    "ax1.plot(data['月份'], data['CPI'], color='tab:red', label='CPI', linestyle='-', linewidth=2)\n",
    "ax1.tick_params(axis='y', labelcolor='tab:red')\n",
    "\n",
    "# 创建第二个y轴\n",
    "ax2 = ax1.twinx()  \n",
    "ax2.set_ylabel('Gold Price (CNY)', color='tab:blue')\n",
    "ax2.plot(data['月份'], data['Gold_Price'], color='tab:blue', label='Gold Price', linestyle='-', linewidth=2)\n",
    "ax2.tick_params(axis='y', labelcolor='tab:blue')\n",
    "\n",
    "# 添加标题\n",
    "plt.title('CPI and Gold Price over Time', fontsize=16)\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 美元指数（权重：25%）\n",
    "影响机制：黄金以美元计价，美元走弱时黄金相对便宜，需求上升；反之亦然。\n",
    "\n",
    "关键指标：美元指数（DXY）、美联储货币政策。\n",
    "\n",
    "重要性：长期核心驱动因素，与黄金通常呈负相关。\n",
    "\n",
    "2. 实际利率（权重：25%）\n",
    "影响机制：实际利率（名义利率 - 通胀预期）代表持有黄金的机会成本。实际利率下降时，黄金吸引力增强。\n",
    "\n",
    "关键指标：美国10年期通胀保值债券（TIPS）收益率、美联储利率决议。\n",
    "\n",
    "重要性：与黄金价格高度负相关，尤其在低利率环境中。\n",
    "\n",
    "3. 通货膨胀（权重：15%）\n",
    "影响机制：黄金被视为抗通胀资产，高通胀预期推动投资者买入黄金。\n",
    "\n",
    "关键指标：CPI、PPI、PCE物价指数。\n",
    "\n",
    "重要性：长期保值需求的核心，但需结合实际利率分析。\n",
    "\n",
    "4. 地缘政治风险（权重：15%）\n",
    "影响机制：战争、政治动荡等风险事件推高避险需求。\n",
    "\n",
    "关键指标：地缘冲突指数、VIX波动率指数（间接反映避险情绪）。\n",
    "\n",
    "重要性：短期波动的主导因素，但难以量化。\n",
    "\n",
    "5. 全球经济状况（权重：10%）\n",
    "影响机制：经济衰退或增长放缓时，避险和资产配置需求上升。\n",
    "\n",
    "关键指标：全球GDP增速、失业率、PMI数据。\n",
    "\n",
    "重要性：中长期趋势的重要背景因素。\n",
    "\n",
    "6. 央行购金行为（权重：5%）\n",
    "影响机制：央行增持黄金储备直接影响供需平衡。\n",
    "\n",
    "关键指标：各国央行黄金储备数据（如IMF、世界黄金协会报告）。\n",
    "\n",
    "重要性：长期结构性支撑，但短期影响有限。\n",
    "\n",
    "7. 技术分析及市场情绪（权重：5%）\n",
    "影响机制：价格趋势、支撑/阻力位、交易量等影响短期交易决策。\n",
    "\n",
    "8. 黄金和原油的价格正相关，与美元负相关\n",
    "\n",
    "关键指标：移动平均线、RSI、黄金ETF持仓量（如SPDR Gold Shares）。\n",
    "\n",
    "重要性：主导短期波动，需结合基本面使用。\n",
    "\n",
    "其他因素（如供需基本面、大宗商品联动）\n",
    "矿产供应：金矿产量变化（权重较低，约2-3%）。\n",
    "\n",
    "工业与珠宝需求：新兴市场消费（如印度、中国）的季节性影响。\n",
    "\n",
    "大宗商品整体走势：原油价格波动可能间接影响通胀预期。\n",
    "\n",
    "权重动态调整说明\n",
    "时间框架差异：长期更关注美元、实际利率和通胀；短期受地缘政治和技术面主导。\n",
    "\n",
    "市场环境变化：例如，在量化宽松时期，实际利率权重可能上升；危机期间地缘风险权重提高。\n",
    "\n",
    "模型差异：不同机构模型权重可能不同，需结合实时数据调整。\n",
    "\n",
    "综合分析建议\n",
    "投资者应结合以上指标动态评估，并关注实时数据（如美联储政策声明、CPI报告、地缘新闻）。例如，若美元走弱且实际利率下行，黄金上涨概率较大；若地缘风险消退，短期可能回调。使用工具如宏观经济日历、黄金ETF持仓报告等可辅助决策。"
   ]
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